Commit Graph

206 Commits

Author SHA1 Message Date
627fa59c15 feat(profiler/behave_shell): emit temporal.session_duration
Bucket ctx.duration_s against SESSION_DURATION_SHORT_MAX (60s) /
MEDIUM_MAX (600s) / LONG_MAX (3600s); else marathon. Direct
measurement, confidence 0.85. Skip emission only when no commands
and zero duration. New _features/temporal.py module opens Phase E.
2026-05-04 00:10:57 -04:00
46775fc0e5 test(profiler/behave_shell): Phase D calibration-grid lockdown + completion log
Widens the binding calibration set from PHASE_ABC_PRIMITIVES (13) to
PHASE_ABCD_PRIMITIVES (17). The four unconditional Phase D primitives
(cognitive_load, exploration_style, planning_depth, tool_vocabulary)
join the per-shard hard gate. The three error_resilience.* primitives
are conditional on at least one errored command in the shard and
tracked in PHASE_D_CONDITIONAL_PRIMITIVES — excluded from the
per-shard required-emission set, included in the cross-class
discrimination check.

cognitive_load empirical re-tune deferred to the next
BEHAVE_CALIBRATION_DIR run; v0.1 thresholds ship.

Phase D completion log appended to BEHAVE-EXTRACTOR.md; Phase D
checkboxes flipped to [x].
2026-05-04 00:03:46 -04:00
0fba6b6113 feat(profiler/behave_shell): emit cognitive.error_resilience.fallback_to_man
For each errored command, check whether the next command's
first_token_hash is in {man, help, info} (precomputed at module
load). At least one match → present, else absent. The --help / -h
flag forms aren't first tokens; v0.2 will reconsider once arg-token
hashing is justified by corpus.
2026-05-04 00:01:45 -04:00
8183218d29 feat(profiler/behave_shell): emit cognitive.error_resilience.frustration_typing
Compares median within-command IAT for commands following an errored
command vs commands following a successful one. Relative absolute delta
buckets to low / moderate / high. Skips when either group is empty
(no errors, or no clean baseline). v0.1; D.8 re-tunes.
2026-05-04 00:00:36 -04:00
b704352783 feat(profiler/behave_shell): emit cognitive.error_resilience.retry_tactic
Modal response across Command.errored=True commands:
* same first_token_hash on next command → rerun
* different first_token_hash         → switch
* no next command                    → abort
Tiebreak in registry order. The fourth registry value 'modify'
requires within-command arg diffing (PII boundary); deferred to v0.2.
2026-05-03 23:58:58 -04:00
f286c84d95 feat(profiler/behave_shell): emit cognitive.tool_vocabulary
Absolute distinct first_token_hash count, bucketed against
TOOL_VOCAB_NARROW_MAX / TOOL_VOCAB_BROAD_MIN. v0.1; D.8 re-tunes.
2026-05-03 23:56:22 -04:00
6c2e4ada83 feat(profiler/behave_shell): emit cognitive.planning_depth
Distribution of inter-command IATs bucketed against IKI_THINK_MAX_S
(deep) and INTER_CMD_INSTANT_MAX (reactive); fall-through is shallow.
v0.1 thresholds; D.8 re-tunes.
2026-05-03 23:55:16 -04:00
2254651270 feat(profiler/behave_shell): emit cognitive.exploration_style
Two-axis classification over the first_token_hash sequence:
repetition_rate (drilling) vs backtrack_rate (jumping among prior
tools). chaotic/targeted/methodical buckets. v0.1 thresholds; D.8
re-tunes.
2026-05-03 23:54:03 -04:00
f948e10830 feat(profiler/behave_shell): emit cognitive.cognitive_load
Composite over three [0, 1]-clipped sub-signals (chunking variance,
error rate from D.0's Command.errored, pace variability), mean-aggregated
and bucketed against COGNITIVE_LOAD_LOW_MAX / COGNITIVE_LOAD_MEDIUM_MAX.
Components missing data drop out of the mean rather than zeroing it.

v0.1 thresholds; D.8 re-tunes once D.2-D.7 are stable. Confidence
held at 0.60 (composite over soft sub-signals) and halved below the
5-command sample-size floor.
2026-05-03 23:52:29 -04:00
601986bd6d feat(profiler/behave_shell): output error-signal helper for Phase D
Lifts the error-signal slice of F.0 forward as a D.0 prelude. ANSI
strip + canonical bash/sh error fingerprints classify each command's
post-execution output window; Command gains errored / output_bytes
fields. PII discipline preserved — only a bool and an int leave the
helper, the stripped output text is dropped on return.

Drives D.1 (cognitive_load error_rate term) and D.5–D.7 (error_resilience
family). Phase F.0 will subsume this with PS1 + exit-code parsing.
2026-05-03 23:46:31 -04:00
bc62e42ce1 feat(profiler/behave_shell): emit motor.shell_mastery.pipe_chaining_depth 2026-05-03 23:34:54 -04:00
4fc980e968 feat(profiler/behave_shell): emit motor.shell_mastery.shortcut_usage 2026-05-03 23:33:07 -04:00
a077cf67c8 feat(profiler/behave_shell): emit motor.shell_mastery.tab_completion 2026-05-03 23:31:20 -04:00
8161c67ec5 feat(profiler/behave_shell): emit motor.command_chunking
BEHAVE-EXTRACTOR.md Phase B Step B.4. First implementation —
prototype doesn't ship this primitive.

* SessionContext gains intra_command_iats: per-command tuple of
  IATs between consecutive input events whose timestamps fall
  inside [cmd.start_ts, cmd.end_ts). Excludes the terminator IAT.
  Built by _per_command_iats.
* _features/motor.py:command_chunking(ctx) emits one Observation
  in {fluent, fragmented, single_command}.
  - 0 commands → skip emit
  - 1 command → single_command (registry-allowed point)
  - ≥2 commands → median CV across per-command typed-IATs;
    < CMD_CHUNKING_FLUENT_CV_MAX (0.50) → fluent, else fragmented
  - paste-only sessions (no command has ≥3 typed IATs) → skip emit
    (no honest within-command rhythm to measure)
  Confidence 0.80 / 0.65 / 0.60.
* Calibration grid widened to include motor.command_chunking;
  green across all five shards. Phase B primitive set complete.

Tests: no commands → skip, 1 command → single_command, uniform
typing → fluent, alternating fast/slow → fragmented, paste-only
multi-command → skip emit.
2026-05-03 21:29:31 -04:00
d04f91cd8c feat(profiler/behave_shell): emit motor.error_correction
BEHAVE-EXTRACTOR.md Phase B Step B.3. Replaces the prototype's
two-line "0 vs >0 backspaces" placeholder with a backspace-timing
classifier that honours the registry's full vocabulary.

* SessionContext gains backspace_count, backspace_iats (IAT from
  each backspace back to the preceding non-backspace input event),
  and kill_line_count (^U / ^W). Built by _scan_correction_signals,
  which retains only counts and timing aggregates — no character
  data leaves the helper, in line with the BEHAVE PII discipline.
* _features/motor.py:error_correction(ctx) emits one Observation
  in {immediate, deferred, absent, route_around}.
  - 0 backspaces + ≥1 ^U/^W → route_around (rewrite, not correct)
  - 0 backspaces + 0 kill-lines → absent
  - backspaces with median IAT ≤ 500 ms → immediate
  - slower → deferred
  Confidence 0.65 / 0.65 / 0.55 / 0.55.
* < 3 inputs → skip emit.
* Calibration grid widened to include motor.error_correction;
  green across all five shards.

Tests cover all four buckets, the < 3 inputs skip, and the PII
regression (raw command body never appears in the serialised
observation).
2026-05-03 21:27:46 -04:00
0737fcfe93 feat(profiler/behave_shell): emit motor.motor_stability
BEHAVE-EXTRACTOR.md Phase B Step B.2. First principled
implementation — the prototype doesn't ship this primitive at all.

* _features/motor.py:motor_stability(ctx) emits one Observation
  in {steady, variable, tremor}. Reuses ctx.typing_bursts from B.1.
* Tremor proxy: fraction of within-burst IATs below
  TREMOR_FAST_FLOOR_S (30 ms — humans can't sustain sub-50 ms IATs).
  ≥ TREMOR_RATE_MIN (10%) sub-floor → tremor (double-press / motor
  twitch / stuck-key).
* Otherwise median burst CV decides: < CV_STEADY_MAX → steady,
  else → variable. Confidence 0.70 / 0.60 / 0.65.
* No typing bursts or fewer than 5 within-burst IATs → skip emit.
* Calibration grid widened to include motor.motor_stability; green
  across all five shards.

Tests cover all three buckets + skip paths.
2026-05-03 21:25:54 -04:00
d90c8b70ce feat(profiler/behave_shell): emit motor.keystroke_cadence
BEHAVE-EXTRACTOR.md Phase B Step B.1.

* SessionContext gains typing_bursts: tuple[tuple[float, ...], ...]
  built by _split_typing_bursts(iats) — splits at gaps > IKI_THINK_MAX_S
  (1.5s) and drops bursts of fewer than 3 IATs. Mirrors prototype's
  _split_into_bursts at BEHAVE/prototype_extractors/shell/extract.py:275.
* _features/motor.py:keystroke_cadence(ctx) emits one Observation
  in {steady, bursty, hunt_and_peck, machine}. Median CV across
  typing bursts; mean IKI < IKI_MACHINE_MAX_S paired with CV <
  CV_MACHINE_MAX → machine. Confidence 0.85/0.70/0.65/0.60 per the
  prototype's calibration history.
* < MIN_INPUTS_FOR_CADENCE inputs or zero typing bursts → skip
  emission. v0.1 emits only the burst-CV variant; the prototype's
  NAIVE session-CV variant is parked for v0.2.
* Calibration grid widened (PHASE_A_PRIMITIVES → PHASE_AB_PRIMITIVES)
  to include motor.keystroke_cadence. Grid green across all five
  shards.

Tests: too-few-inputs → no emit, all-think-pauses → no burst → no
emit, uniform IATs → steady, sub-5ms → machine, mixed-pace → bursty,
extreme bimodal → hunt_and_peck.
2026-05-03 21:24:13 -04:00
640294f3dc test(profiler/behave_shell): five-class calibration grid lockdown
BEHAVE-EXTRACTOR.md Phase A Step 9 — the gate. Runs the pure
engine against each of the five 2026-05-02 calibration shards and
pins the contract that all subsequent Phase B-G PRs must keep
green: every Phase A primitive (motor.input_modality,
motor.paste_burst_rate, cognitive.inter_command_latency_class,
cognitive.command_branch_diversity, cognitive.feedback_loop_engagement,
cognitive.inter_command_consistency) fires at least once per shard.

* tests/profiler/behave_shell/test_calibration_grid.py
  parametrized over (shard_file, class_label) for HUMAN / YOU-sim /
  LW-sim / CLAUDE-FF / CLAUDE-CL. Skips entirely when
  BEHAVE_CALIBRATION_DIR is unset (CI provides the path; local dev
  doesn't have to).
* Plus a discrimination-smoke check: at least one primitive
  produces different majority values across present classes —
  catches the "constant-output regression" failure mode where the
  engine quietly degenerates to a stub.

Calibration tweak: BRANCH_DIVERSITY_LINEAR_MIN dropped from 0.80 to
0.70 to align with the prototype's empirical anchors (CLAUDE-CL ≈
0.55-0.60 adaptive; YOU-sim / CLAUDE-FF scripted recon ≈ 0.75+
linear). Test for the middle band re-pinned at the new boundary.

Per-class value pinning (e.g. HUMAN must emit
inter_command_consistency=bimodal) is intentionally NOT a hard gate
yet — v0.1 thresholds put real human sessions in "variable", and
true bimodal detection (Hartigan dip / two-peak) is registry-flagged
for v0.2. Tighter pinning lands as the corpus grows.
2026-05-03 08:00:50 -04:00
842b7de950 feat(profiler/behave_shell): emit cognitive.inter_command_consistency
BEHAVE-EXTRACTOR.md Phase A Step 8. Dispersion / bimodality of
inter-command pauses. HUMAN-bimodal vs LLM-metronomic.

* _features/cognitive.py:inter_command_consistency(ctx) emits one
  Observation in {metronomic, variable, bimodal}.
* CV = stdev / mean of ctx.inter_cmd_iats. CV < 0.40 → metronomic
  (LLM-pure; corpus anchor 0.24); CV ≥ 1.50 → bimodal heuristic
  (LLM-assisted human; v0.1 placeholder, true bimodal via Hartigan
  dip is registry-flagged for v0.2); else → variable (human;
  corpus anchor 0.94).
* < 2 IATs or zero mean → skip emission. < 5 commands halves
  confidence (0.40 vs 0.75) per sample-size honesty.

Tests: too-few IATs → no emission, uniform → metronomic,
human-like dispersion → variable, extreme bursts+gaps → bimodal,
low-sample-count → reduced confidence.

Step 8 closes the six-primitive calibration floor for Phase A.
Step 9 (calibration grid lockdown) is the gate that pins it.
2026-05-03 07:56:49 -04:00
2f8c107e70 feat(profiler/behave_shell): emit cognitive.feedback_loop_engagement
BEHAVE-EXTRACTOR.md Phase A Step 7. The orthogonal axis — does the
operator's pause-after-command correlate with bytes of output they
just saw? Splits HUMAN/CLAUDE-CL (closed_loop) from LW-sim/CLAUDE-FF
(fire_and_forget); cuts ACROSS the LLM/human axis.

* _features/cognitive.py:feedback_loop_engagement(ctx) emits one
  Observation in {closed_loop, fire_and_forget, unknown}.
* Pearson correlation between ctx.output_per_cmd[i] and
  ctx.inter_cmd_iats[i] (paired by construction in Step 4); via
  statistics.correlation with constant-series fallback to "unknown".
* r > FEEDBACK_CORRELATION_MIN (0.30) → closed_loop; otherwise
  (zero, negative, or undefined) → fire_and_forget.
* First primitive that depends on output events: zero output events
  in the shard or fewer than FEEDBACK_MIN_PAIRS (5) pairs → emit
  "unknown" at confidence 1.0 (the absence-of-data is itself a
  high-confidence answer). Zero-command session skips entirely.

Tests: no-output → unknown, few-pairs → unknown, strong positive r
→ closed_loop, constant pace → fire_and_forget/unknown,
negative r → fire_and_forget.
2026-05-03 07:55:38 -04:00
3fc6ea5f75 feat(profiler/behave_shell): emit cognitive.command_branch_diversity
BEHAVE-EXTRACTOR.md Phase A Step 6. Content-based playbook-vs-
adaptive split. Splits CLAUDE-FF (linear_playbook, ~10 distinct
tools) from CLAUDE-CL (adaptive_branching, 5-6 tools with curl
re-invoked) per the 2026-05-02 empirical anchor.

* _features/cognitive.py:command_branch_diversity(ctx) emits one
  Observation in {linear_playbook, adaptive_branching, unknown}.
* unique_first_token_hashes / total_commands ratio. ≥ 0.80 →
  linear_playbook, otherwise adaptive_branching (the doc instructs
  bias-to-adaptive in the middle band — that's the discriminative
  signal we actually want).
* < 5 commands → "unknown" at confidence 1.0 (the absence of data
  is itself a high-confidence answer per the registry's allowed
  vocabulary). Zero-command session skips emission entirely.

Tests cover unique-tokens → linear, repeated-tokens → adaptive,
middle band → adaptive (bias), under-floor → unknown @ 1.0, plus
PII regression: raw tokens never appear in the serialised
observation.
2026-05-03 07:54:13 -04:00
e52a0e0381 feat(profiler/behave_shell): emit cognitive.inter_command_latency_class
BEHAVE-EXTRACTOR.md Phase A Step 5. Classifies the operator's
thinking pace between commands. Splits LW-sim / CLAUDE-FF /
CLAUDE-CL.

* _features/cognitive.py:inter_command_latency_class(ctx) emits one
  Observation in {instant, typing_speed, deliberate,
  llm_lightweight, llm_heavyweight, long}, computed as the median
  of ctx.inter_cmd_iats bucketed against the prototype thresholds
  (v0.2 split: lightweight 2-8s, heavyweight 8-30s).
* Sample-size honesty: < 5 commands halves confidence (0.40 vs
  0.80) per BEHAVE-EXTRACTOR.md.
* Threshold consts (INTER_CMD_*_MAX, MIN_COMMANDS_FOR_FULL_CONFIDENCE,
  plus parked Step 6/7/8 thresholds for the next three commits)
  added to _thresholds.py.

Tests cover all six buckets at empirically-anchored IATs (15s ≈
Claude Opus driving recon via tmux send-keys), plus the
single-command no-IAT and low-sample-count paths.
2026-05-03 07:52:39 -04:00
f3880b24d1 feat(profiler/behave_shell): command segmentation in SessionContext
BEHAVE-EXTRACTOR.md Phase A Step 4. Pure refactor inside _ctx.py —
no new feature emits. Lays the shared utility for the three
cognitive primitives next in line (Steps 5-7).

* Command dataclass (frozen): start_ts, end_ts, first_token_hash.
  PII-safe by construction — only the first whitespace-delimited
  token of the command is retained, and only as a sha256 hash
  (decnet/profiler/behave_shell/_parse.py:hash_token).
* _segment_commands walks input events char-by-char, splits on
  \r / \n, hashes the first token, drops the rest.
* SessionContext gains commands, inter_cmd_iats, output_per_cmd.
  output_per_cmd[i] counts bytes between commands[i].end_ts and
  commands[i+1].start_ts — the natural pairing for Step 7
  (feedback_loop_engagement).

Tests: empty / unterminated streams, single command (CR + LF
terminators), paste-with-newline, multi-command IAT pairing,
output-byte counting between boundaries, blank-line skip,
first-token-only PII discipline.
2026-05-03 07:50:55 -04:00
6763fceb0b feat(profiler/behave_shell): emit motor.paste_burst_rate
BEHAVE-EXTRACTOR.md Phase A Step 3. Same paste-event ratio as
motor.input_modality but coarser-bucketed: this is the *habit*
signal (does the operator reach for paste at all?), where
input_modality is the dominant-channel signal.

* _features/motor.py:paste_burst_rate(ctx) emits one Observation
  per session in {none, occasional, habitual} with confidence
  0.70 / 0.70 / 0.80.
* Thresholds: PASTE_RATE_OCCASIONAL_MIN=0.10,
  PASTE_RATE_HABITUAL_MIN=0.50.

Splits YOU-sim from LW/CLAUDE-FF/CLAUDE-CL — LLM-driven sessions
paste habitually, real humans rarely paste.

Tests: pure-typed → none; 1-paste-in-10 → occasional;
paste-majority → habitual; output-only → no observation; habitual
confidence > occasional confidence.
2026-05-03 07:49:03 -04:00
879f5e731b feat(profiler/behave_shell): emit motor.input_modality
BEHAVE-EXTRACTOR.md Phase A Step 2. The first primitive — picked
first because it has the highest discriminative value (HUMAN vs
everyone) and the simplest implementation (paste-event ratio over
total inputs).

* _features/motor.py:input_modality(ctx) emits one Observation
  per session in {typed, pasted, mixed} with confidence 0.75 / 0.70.
* _features/_emit.py centralises the make_observation helper so
  every feature module gets the same Window/source/evidence_ref
  boilerplate without copy-paste.
* Thresholds inherited from the prototype's calibration history
  (MODALITY_PASTED_MIN=0.40, MODALITY_TYPED_MAX=0.05).
* Zero-input session skips emission — registry doesn't admit
  "unknown" here.

Tests: pure-typed → typed, pure-pasted → pasted, mixed → mixed,
output-only session → no observation, full envelope round-trip.
2026-05-03 07:47:38 -04:00
c9a81a23c2 feat(profiler/behave_shell): asciinema parser + paste-burst detection
BEHAVE-EXTRACTOR.md Phase A Step 1. Lays the shared primitives that
Steps 2-3 (motor.input_modality, motor.paste_burst_rate) will
consume:

* parse_shard_line / parse_shard turn a shard JSONL line/file into
  AsciinemaEvents, skipping headers and malformed records.
* PasteBurst dataclass + _detect_paste_bursts group consecutive
  paste-class input events (len(d) >= 4 chars per the prototype's
  empirical floor) into contiguous bursts, splitting on IAT gaps
  larger than PASTE_BURST_MAX_IAT_S (200ms).
* SessionContext now carries iats and paste_bursts derivations.
* Threshold constants harvested from
  BEHAVE/prototype_extractors/shell/extract.py — calibrated against
  the five 2026-05-02 shards.

Tests cover pure-typed, pure-pasted, mixed streams; close vs far
paste events; typed events breaking a burst; PasteBurst immutability;
and the JSON parser's junk handling.
2026-05-03 07:46:01 -04:00
f8eae04e5d feat(profiler/behave_shell): scaffold extract_session entry point
BEHAVE-EXTRACTOR.md Phase A Step 0. Lays the package skeleton
(__init__/extract/_parse/_ctx/_thresholds/_features) with empty
FEATURES = (), so the worker plumbing in BEHAVE-INTEGRATION Phase 4
has a stable import path before any primitive lands.

extract_session() builds a SessionContext once and fans the
registered feature functions across it; at Step 0 that fan-out is
empty and the function yields nothing. Step 1 (asciinema parser +
paste-burst detector) and Step 2 (motor.input_modality) land next.

Smoke suite asserts the empty contract: empty stream → no
observations, single event → t_start == t_end, multi-event → events
routed into input_events / output_events by kind, evidence_ref
defaults to "session:<sid>" or honours an explicit override.
2026-05-03 07:42:09 -04:00
a2a61b636e feat(web): drop SessionProfile, wire observations into AttackerDetail (DEBT-050 / DEBT-036 closure)
Destructive half of BEHAVE-INTEGRATION.md Phase 1. SessionProfile +
its kd_* columns + the dialect ALTER TABLE migration helpers are
deleted outright; pre-v1, the table shipped empty, no migration
ceremony required (per the no-new-_migrate_-pre-v1 memory rule).
DEBT-036 closes via DEBT-050 supersedure. AttackerDetail's
``observations`` field is wired to the new ``observations`` table
and returns an empty list until the BEHAVE-SHELL extractor (DEBT-050
Phase 2) starts emitting.

decnet/web/db/models/attackers.py — SessionProfile class deleted
(~135 lines), KD_PAUSE_*/KD_START_OF_ACTION_IDLE_S module constants
deleted, module docstring updated to point at the observations
table. AttackerIdentity.kd_digraph_simhash is KEPT — it's the v2
federation centroid hook, not a SessionProfile field; docstring
repointed to the BEHAVE primitive that will populate it.

decnet/web/db/sqlmodel_repo/attackers/sessions.py — DELETED.
SessionProfilesMixin dropped from the AttackersMixin MRO.

decnet/web/db/repository.py — abstract upsert_session_profile +
get_session_profile removed.

decnet/web/db/sqlite/repository.py + mysql/repository.py —
_migrate_session_profile_table helpers and their initialize() calls
removed. mysql initialize() now goes attackers → column_types →
admin (no session_profile step).

decnet/web/db/models/__init__.py — SessionProfile re-export gone.

decnet/web/db/models/attacker_intel.py — docstring cross-reference
to SessionProfile.schema_version retargeted to AttackerIdentity.

decnet/web/router/attackers/api_get_attacker_detail.py — adds
``observations: []`` to the response by calling
``repo.latest_observation_per_primitive(uuid)`` and projecting to a
list sorted by primitive path. Empty until the extractor lands;
shape matches BEHAVE-INTEGRATION.md §"AttackerDetail consumer".

tests/profiler/test_session_profile.py — DELETED (56 lines).
tests/db/test_base_repo.py — DummyRepo loses upsert_session_profile
and get_session_profile overrides.
tests/db/mysql/test_mysql_migration.py — initialize-call-order
assertion updated; session_profile step removed from the expected
sequence; docstring records why.
tests/ttp/test_lifter_absence.py — docstring "no SessionProfile" →
"no ObservationRow".
2026-05-03 07:33:37 -04:00
0972325527 feat(web/db): observations table + repo + bus prefix (BEHAVE-INTEGRATION Phase 1)
Additive Phase 1 of BEHAVE-INTEGRATION.md. Lays the storage layer
the BEHAVE-SHELL extractor (DEBT-050) will write into. Nothing
breaks; SessionProfile coexists for now and is dropped in the
follow-up commit.

decnet/web/db/models/observations.py — new ObservationRow SQLModel
mirroring the BEHAVE Observation envelope field-for-field
(core/decnet_behave_core/spec/envelope.py). ``id`` is a hex-string
UUID (matching BEHAVE), not a typed UUID column. ``identity_ref``
is str | None — written by the future attribution engine, NULL
until then. ``attacker_uuid`` is the one DECNET-side
denormalisation; FK'd to attackers.uuid for cheap AttackerDetail
joins. ``evidence_ref`` is NOT NULL for DECNET emissions even
though the upstream envelope makes it optional — the worker's
"already profiled?" check keys on it. UniqueConstraint(evidence_ref,
primitive) enforces idempotency at the schema level so re-running
the extractor on the same shard+sid produces a DB-side conflict
the upsert path resolves deterministically. Class is named
``ObservationRow`` (not ``Observation``) to avoid colliding with
the BEHAVE Pydantic envelope at sites that import both.

decnet/web/db/sqlmodel_repo/observations.py — ObservationsMixin.
Three public methods backing the canonical queries from
BEHAVE-INTEGRATION.md §"Storage": ``upsert_observation`` (idempotent
on the natural key), ``latest_observation_per_primitive`` (per-
primitive MAX(ts) subquery, portable across SQLite and MySQL — no
DISTINCT ON), ``observations_time_series`` (asc-by-ts). Plus
``has_observations_for_evidence`` for the worker's session-already-
profiled check.

decnet/bus/topics.py — ATTACKER_OBSERVATION_PREFIX = "observation"
constant + ``attacker_observation(primitive)`` builder. Full topic
shape ``attacker.observation.<primitive>`` matches what BEHAVE's
spec.event_adapter.event_topic_for produces upstream. Documentation
+ pattern matching only — bus auth is socket file perms (DEBT-029
§2), not topic-level.

decnet/web/db/repository.py — abstract ``upsert_observation``,
``latest_observation_per_primitive``, ``observations_time_series``
on BaseRepository.

tests/db/test_observations.py — 11 tests covering upsert round-trip,
idempotency under the unique constraint, latest-per-primitive
ordering across multiple sessions, time-series asc-ordering, empty-
attacker contract, every BEHAVE ValueKind round-tripping through
the JSON column, and the has_observations_for_evidence check.

tests/db/test_base_repo.py — DummyRepo gains the three new abstract
overrides so its coverage suite still instantiates.
2026-05-03 07:25:10 -04:00
3f080f601d feat(intel,ingester): mal_hash feed + observed_attachments table (DEBT-046)
New MalHashProvider sibling ABC (decnet/intel/base.py) since SHA-256
is a different keyspace from IntelProvider's IPs. MalwareBazaarProvider
mirrors FeodoProvider's bulk-feed shape: 24h refresh via _ensure_fresh
/ _refresh, in-memory set[str] of hex-lowercased hashes, set-membership
lookup. Auth-keyed via DECNET_MALWAREBAZAAR_AUTH_KEY; absent key
silent-no-ops the lane (single warning, no HTTP traffic).

Per-hash observations persist to a new observed_attachments table.
DECNET is a honeypot platform — every attachment hash an attacker
delivers is intel, regardless of whether anyone classified it. Verdict
is sticky: True never downgrades to False/None on subsequent
observations. Out of scope: API surface, federation export, retention.

Ingester _publish_email_received calls the provider for each attachment
sha256, sets mal_hash_match on the bus payload (omitted entirely when
the message had no attachments — keeps R0046's `is True` predicate
silent on hash-less mail, matching pre-paydown behavior), and upserts
the row regardless of provider availability.
2026-05-03 05:56:46 -04:00
03beff3840 feat(orchestrator): authoritative failure-count badge endpoint (DEBT-042)
New GET /api/v1/orchestrator/events/stats?since=1h&success=false&kind=...
backed by repo.count_orchestrator_failures(since_ts, kind), which
counts failed rows across both orchestrator_events and
orchestrator_emails since the cutoff.

Window parser accepts ^\d+[smhd]$, capped at 7d. Today only
success=false is accepted on this surface so the endpoint isn't
accidentally repurposed before the next consumer is properly
designed.

Orchestrator.tsx polls the endpoint on mount + every 30 s and
renders the authoritative DB-derived count instead of deriving from
the in-memory SSE buffer + one paginated page (which silently
excluded failures older than the local window).
2026-05-03 05:26:45 -04:00
6c6f97e840 feat(prober,correlation): attacker fingerprint rotation detection (DEBT-032)
When the prober observes a NEW hash for an
(attacker_uuid, port, probe_type) triple it has seen before — VPS
rotation, SSH server rebuild, TLS cert swap — emit a derived
attacker.fingerprint_rotated event carrying both old and new hash.
Detection is a small library (decnet.correlation.fingerprint_rotation)
called inline from the prober at each of the three emit sites
(JARM/HASSH/TCPFP). No new daemon. New AttackerFingerprintState table
holds per-triple last-hash state; Attacker.rotation_count and
Attacker.last_rotation_at are stamped on every diff. Library is sync,
fully unit-tested via injected publish_fn / syslog_fn callbacks.
2026-05-03 05:12:51 -04:00
b3a96a045f feat(mail): default email_seed → \$PROJROOT/bait/ when unset
When service_cfg["email_seed"] is absent, compose_fragment now falls
back to $PROJROOT/bait/ if that directory exists on the host. Lets
operators drop a deployment-wide bait corpus into one place without
threading email_seed through every decky's config. Missing dir keeps
old no-op behavior.
2026-05-03 04:25:24 -04:00
b88d67794d feat(mail): operator-tunable IMAP/POP3 email seed (DEBT-026)
IMAP_EMAIL_SEED / POP3_EMAIL_SEED accept a directory (rglob *.eml +
*.json) or a single .json/.eml. Loaded entries CONCATENATE with the
hardcoded _BAIT_EMAILS — additive to the realism-engine emailgen
output rather than replacing it. JSON dicts require from_addr /
to_addr / subject / body; bare bodies are wrapped into RFC 5322 on
load. compose_fragment reads service_cfg["email_seed"] and bind-mounts
the host path read-only at /var/spool/decnet-emails/seed.
2026-05-03 02:47:06 -04:00
79674026dd feat(cli): allow decnet ttp on agents (DEBT-047)
The TTP-tagging worker is now safe to run on agent hosts: EmailLifter
disk-reaches body-aware predicates from the local artifacts tree
(DEBT-035 unblocked filesystem access; DEBT-047 added the helper).

Drop `ttp` from MASTER_ONLY_COMMANDS in cli/gating.py and remove the
defence-in-depth `_require_master_mode("ttp")` call in cli/ttp.py.
`ttp-backfill` walks the master DB and stays master-only.
2026-05-02 20:07:03 -04:00
e972d870de feat(ttp): EmailLifter disk-reach for body-aware predicates (DEBT-047)
R0047 (BEC) and the encoded-payload predicate substring-match against
the email body. Shipping raw body text on the abstracted service bus
is the wrong privacy stance — the bus transport may swap from UNIX
socket to networked at any time, and "loopback today" is not a license
to put PII on the wire.

EmailLifter now opens the .eml lazily from
/var/lib/decnet/artifacts/{decky_id}/smtp/{stored_as} when a body-aware
predicate runs and parses the body in-process via stdlib email +
policy.default. The decoded body is memoized into the payload dict so
multiple body-aware predicates on the same event open the file once.

Bus envelope only carries the artifact pointer (decky_id + stored_as);
raw body bytes never cross the host disk boundary on the agent → master
hop. Filesystem access on agents is unblocked by DEBT-035 (setgid +
group-readable artifacts root, paid 2026-05-02).

The legacy inline body_text path is preserved — when the producer ships
body_text on the bus the helper short-circuits without opening the file.
2026-05-02 20:05:54 -04:00
7036a86e76 refactor(artifacts): extract resolve_artifact_path to shared module
Move artifact path validation + symlink-escape check out of the
admin-gated download endpoint into decnet/artifacts/paths.py so the
TTP EmailLifter can disk-reach .eml files at tag-time without
duplicating regex/root logic (DEBT-047).

The router now catches ArtifactPathError and re-raises HTTPException(400);
behavior is unchanged.
2026-05-02 20:02:47 -04:00
cdbb3d3571 fix(ssh,telnet): move PROMPT_COMMAND out of /root/.bashrc + pin readonly
ANTI flagged two regressions in the existing command-event capture:

1. **Tell**: PROMPT_COMMAND lived in /root/.bashrc, the FIRST file
   an attacker greps after landing root. The logger invocation
   sitting there is plain-text honeypot signage.
2. **Bypass**: even when missed, `export PROMPT_COMMAND=""` silently
   disables capture. ANTI personally bypasses this on engagements.

Reshape:

* Move the assignment to **/etc/environment** — read by pam_env at
  session open (sshd via /etc/pam.d/sshd, telnet via
  /etc/pam.d/login), before any shell rc file fires. Far less
  obvious than .bashrc; a casual `cat .bashrc` no longer surfaces
  the capture.
* Define the helper as a function `__bash_history_sync` in
  **/etc/bash.bashrc** (system-wide bashrc, sourced by every
  interactive bash). Function name reads as generic bash
  housekeeping; no DECNET branding in the symbol.
* Pin both the function and PROMPT_COMMAND **readonly** so
  `export PROMPT_COMMAND=""` fails with "readonly variable"
  instead of silently winning. Mitigation, not airtight —
  `bash --norc` still bypasses — but the passive `export`
  bypass is closed.

The actual `logger --rfc5424 --msgid command ... CMD ...` invocation
is preserved exactly; only its location and the readonly guard
change. R0001–R0030 (command-rule pack) consume the same syslog
shape as before.

Three new tests assert: the value lands in /etc/environment, the
function body lives in /etc/bash.bashrc, no PROMPT_COMMAND line
remains in /root/.bashrc, and `readonly PROMPT_COMMAND` /
`readonly -f __bash_history_sync` are both present. Mirror
assertions added on the Telnet Dockerfile via
test_config_schema.py.
2026-05-02 19:50:24 -04:00
3e9c4c29b9 feat(ssh,telnet): add non-root user account for privesc + enum lure
Real Linux deployments (especially Ubuntu cloud images) ship a non-
root admin user; honeypots that only accept root logins are a tell.
Add a second account on both SSH and Telnet decoys, configurable
via service_cfg keys `user` / `user_password`, defaulting to
`ubuntu` / `admin` so the lure is live on every fresh deploy.

* `decnet/services/{ssh,telnet}.py` — two new ServiceConfigFields
  (`user` string, `user_password` secret) and matching env vars
  (`SSH_USER` / `SSH_USER_PASSWORD`, mirror for telnet) propagated
  via the compose fragment.
* `decnet/templates/ssh/entrypoint.sh` — runtime `useradd -m -s
  /usr/libexec/login-session -G sudo "$SSH_USER"` so the new user
  inherits the same sessrec pty-recording shell as root and lands
  in the sudo group. Privesc attempts (`sudo`) flow through the
  existing sudo-log capture; network-enum from the user's shell
  rides the recorded transcript.
* `decnet/templates/telnet/entrypoint.sh` — same useradd pattern
  (no sudo group — busybox+login telnet image has no sudo
  package; privesc rides `su -` which itself flows through the
  existing PAM auth-helper at /etc/pam.d/login).
* New tests for default + custom user / password + independence
  from root password. Updated the schema-keys assertion to match
  the four-field shape.

The new account is ALSO the natural home for the body-aware
predicates that were previously gated on root-only sessions —
attackers who land on `ubuntu@host` and run network-recon /
privesc commands now generate the same structured TTP-rule
events as root sessions did, captured via the same auth-helper
+ sessrec + sudo-log pipes.
2026-05-02 19:48:03 -04:00
b27332169d feat(init): create /var/lib/decnet/artifacts with setgid + group-write
DEBT-035 step 2. Today the artifacts subtree is auto-created by
Docker as root when a decoy container's bind-mount fires for the
first time. The resulting permissions are root:root 0o755 — the API
process (running as the decnet user) hits PermissionError trying to
read transcripts written by the container, and the soft-fail 404
path gets exercised on every fresh deploy.

Add `/var/lib/decnet/artifacts` to init's dirs list with mode 0o2775:

* 0o2000 — setgid bit. New files inherit the directory's group
  (decnet), regardless of which uid created them. This is the load-
  bearing bit for cross-container reads.
* 0o0775 — owner+group rwx, world rx. Group-write lets the API
  process and the local TTP worker read each other's outputs
  without a manual chown.

`_ensure_dir` already respects the full mode word via `os.chmod`,
no helper change needed.

Test asserts the resulting directory carries exactly 0o2775 after
a fresh `decnet init --prefix`. Defence-in-depth: this works even
if the per-decoy compose `user:` directive (next commit) misses a
template — files still land in the decnet group.
2026-05-02 19:35:20 -04:00
39a298f685 feat(init): persist DECNET-service api-user/api-group to decnet.ini
DEBT-035 step 1. The composer needs to know which uid/gid to inject
into each compose fragment's `user:` directive at deploy time. Today
the resolved `--user` / `--group` values reach systemd unit
rendering (init.py:349–354) but are not persisted anywhere the
composer can read them.

Persist as **names** (not numeric ids) under `[decnet] api-user` /
`api-group` in the rendered decnet.ini placeholder. Resolution to
uid/gid happens at deploy time on whichever host runs the deploy,
via `pwd.getpwnam(...)` / `grp.getgrnam(...)` — so the same user
name can have different uids on master vs agents (heterogeneous
/etc/passwd) without breaking artifact ownership. The existing
config_ini auto-translates kebab→DECNET_API_USER / DECNET_API_GROUP
at load time; no domain-map changes needed.

Two new tests: one asserting the rendered ini carries the
`api-user` / `api-group` keys for the values passed to `--user` /
`--group`; one round-tripping through `load_ini_config` to confirm
the env vars land in `os.environ` for the composer to pick up.
2026-05-02 19:33:53 -04:00
c714941069 feat(bus): project EmailLifter heavyweight fields onto email.received
The decky's Layer-2 extension (commit 291b78c1) emits body_simhash /
body_base64_bytes / html_smuggling on the message_stored log and adds
macro_indicator / encrypted booleans to each attachments_json
manifest entry. Lift them all onto the email.received bus payload:

* body_simhash — passes through as-is (16 hex chars or "")
* body_base64_bytes — coerced to int (0 on absent / malformed)
* attachment_macros / attachment_password_protected — OR-reduced
  across the per-attachment manifest booleans; matches R0046's
  matched_trigger semantics where a single positive lane fires the
  rule
* html_smuggling — coerced bool from the decky's 0/1 int

Pre-Layer-2 message_stored events (older deckies, malformed log
rows) project to safe defaults: empty simhash, zero base64-bytes,
all booleans False — the EmailLifter then stays silent, never
fires a false positive on missing data.

R0042 (mass-phish) / R0046 macro / R0046 password / R0046 smuggling
/ R0048 (encoded payload) all fire end-to-end after this commit.
R0046 mal_hash_match and R0047 BEC remain deferred per their
respective DEBT entries (filed in the next commit).
2026-05-02 19:10:30 -04:00
291b78c1d0 feat(smtp): extract body_simhash + base64-bytes + html-smuggling + per-attachment macro/encrypted
Heavyweight Layer-2 extractors land alongside the cheap projections
shipped in commit e9324aca, so the EmailLifter R0042 / R0046 (macros
/ password / smuggling lanes) / R0048 fire from the bus payload
without the lifter having to reach back to disk.

Extractors:
* body_simhash — inlined 64-bit Charikar simhash (md5-keyed,
  frequency-weighted) over word tokens of the union of text/* body
  parts. Inlined rather than pulling the `simhash` PyPI dep, which
  transitively brings numpy ~50 MB into a slim decky container; the
  algorithm is ~15 lines and identical in extraction quality.
* body_base64_bytes — largest decoded base64 chunk's byte count,
  scanning text body parts with the same `_BASE64_RE` the lifter's
  `_p_encoded_payload` fallback uses. R0048 fires from this scalar
  alone; the lifter's body_text fallback becomes dead in normal
  operation.
* attachment_macro_indicator — stdlib zipfile sniff for
  `vbaProject.bin` inside OOXML containers. Catches modern .docm /
  .xlsm / .pptm and macro-injected .docx; legacy .xls (CFBF) is a
  follow-up.
* attachment_encrypted — flag_bits & 0x01 on any ZIP / OOXML entry's
  central directory; magic-byte match for 7z / RAR / CFBF (encrypted
  Office wrap).
* html_smuggling — structural lxml parse first: fires when an `<a
  download>` element coexists with a `<script>` referencing
  `Blob` / `Uint8Array` / `URL.createObjectURL`. Regex pair-check
  fallback on lxml parse failure (real-world phish HTML is often
  malformed). Cuts the FP rate that pure-regex would produce on
  legitimate "click to download" links.

Add `python3-lxml` (~5 MB Debian package, C-extension, no transitive
Python deps) to the SMTP decky's Dockerfile. simhash stays inline.
Per the dependency rule: lxml earns its weight by cutting R0046's
OR-combined FP rate; a heavier macro-detection lib (oletools ~5 MB
pure-python with msoffcrypto) would not measurably improve the
boolean signal we need, so stdlib stays for that lane.
2026-05-02 19:08:37 -04:00
fb85762703 feat(bus): publish email.received from ingester after SMTP artifact persist
Wires the EmailLifter (R0041–R0048) producer that DEBT.md item #3
deferred. After the existing add_bounty() call in _extract_bounty
(line 615), call _publish_email_received() which:

* resolves the attacker_uuid via repo.get_attacker_uuid_by_ip; drops
  the publish if unresolved (the TTP worker can't anchor orphan
  events)
* projects the message_stored fields onto the EmailLifter wire
  contract: from_domain / mail_from_domain / return_path_domain
  parsed via _domain_of, rcpt_count + rcpt_domains via
  _rcpt_projection, attachment_sha256s + attachment_extensions
  derived from the existing attachments_json manifest, urls from
  urls_json, dkim_signed/spf_pass coerced from 0/1 ints to bool
* mirrors _publish_probe_pending's bus-per-call pattern and
  swallows all exceptions (the bus is the notification layer, not
  the source of truth)

Fires for both relay and non-relay SMTP services. R0041 / R0043 /
R0044 / R0045 are now live end-to-end; R0046 partial (extension
lane). Heavyweight predicates (R0042 simhash, R0046-deep, R0047 /
R0048 body_text) stay deferred per the EmailLifter heavyweight
DEBT entry.
2026-05-02 18:39:13 -04:00
e9324acac7 feat(smtp): emit X-Mailer / Return-Path / dkim+spf / URLs on message_stored
The EmailLifter (R0041–R0048) keys on header-derived signals that the
v0 _summarize_message did not extract. Add cheap Layer 2 projections
inside the existing single-pass parse:

* return_path / x_mailer — direct header reads, decoded RFC 2047
* dkim_signed / spf_pass — booleans derived from any
  Authentication-Results header (multiple lines tolerated; positive
  verdict on any line wins)
* urls — http(s) URLs lifted from text/* body parts via a tight
  regex, deduplicated first-seen-wins, capped at 64 in the wire
  payload to bound the syslog SD value

Heavyweight extraction (body simhash, office-macro detection,
HTML-smuggling, password-protected archives, mal-hash-match,
body_text projection) stays deferred per the EmailLifter heavyweight
DEBT entry — those rules need privacy / extractor decisions before
they ship.
2026-05-02 18:37:11 -04:00
75ff0ede1f fix(ttp): correct intel_lifter mappings + repoint ThreatFox to threat_type
Three bug classes uncovered by the 2026-05-02 ship-time audit:

* AbuseIPDB code/name mismatch in v1: cat 10 was treated as DDoS (it's
  Web Spam — DDoS is cat 4, intentionally unmapped per A.10) and cat 17
  as VPN IP (it's Spoofing — VPN IP is cat 13). Both typos mirrored in
  code AND the design doc Appendix A.10. Code now matches the AbuseIPDB
  taxonomy exactly; cat 17 retargets to T1566 (email-spoofing as a
  phishing precursor), and cats 7 (Phishing) and 16 (SQL Injection)
  pick up T1566 / T1190 emissions that v1 didn't cover.

* ThreatFox dispatch keyed on `ioc_type` in v1, but `ioc_type` is the
  indicator format (url / domain / hash variants) and carries no ATT&CK
  signal. The canonical taxonomy field per ThreatFox's API is
  `threat_type` (botnet_cc / payload_delivery / payload / cc_skimming).
  Repoint dispatch through the new `threatfox_threat_types` payload
  field; `ioc_type` rides as evidence only. Also adds the missing
  cc_skimming -> T1056 (Input Capture) mapping and registers T1056 in
  attack_catalog.py.

* GreyNoise bare-malicious lane: a `classification == "malicious"` row
  with no recognised tag used to emit nothing. Now lights T1071 at a
  half multiplier, suppressed when a tag already fires T1071 to avoid
  double-stamping at conflicting confidence levels.
2026-05-02 18:08:48 -04:00
a31ad82880 feat(intel): project per-provider taxonomy into attacker.intel.enriched payload
The TTP worker forwards the bus payload verbatim to the IntelLifter as
TaggerEvent.payload. The pre-audit publish payload only carried
{attacker_uuid, attacker_ip, aggregate_verdict, providers}, so even with
the new AttackerIntel taxonomy columns populated the lifter still saw
nothing. Lift the relevant fields (categories / tags / threat_types /
malware family / score / classification) into the bus event and decode
JSON-string list columns back to native lists at the boundary.
2026-05-02 18:08:29 -04:00
999d3494b4 feat(intel): persist per-provider taxonomy on AttackerIntel for TTP dispatch
The 2026-05-02 ship-time audit of the R0054-R0058 intel rule pack found
that AbuseIPDB / GreyNoise / ThreatFox stored only the aggregate verdict
(score / classification / listed-bool) plus the raw response blob. The
TTP IntelLifter expects per-provider taxonomy fields (categories, tags,
threat_types) that were never populated, so R0054 / R0055 / R0057
emitted zero tags in production despite passing unit tests.

Add typed columns: abuseipdb_categories, greynoise_tags, greynoise_name,
feodo_malware_family, threatfox_threat_types, threatfox_ioc_types,
threatfox_malware_families. Each provider now parses the relevant
taxonomy out of the upstream response and writes it through
column_updates. JSON-list columns ride as TEXT with default "[]" to
keep the SQLite/MySQL backend split honest, deserialised back to native
lists by the repo on read.
2026-05-02 18:07:57 -04:00
d1c4a48963 feat(ttp): split bash CMD evidence into structured uid/user/src/pwd/cmd rows
The inspector was dumping the whole `CMD uid=0 user=root src=… pwd=…
cmd=nmap -p- 192.168.1.0/24` syslog body into a single ``command_text``
blob. ANTI: "I'd like to separate the fields." Done — three layers
work together:

1. Collector session aggregator: new `_parse_cmd_msg` splits the bash
   PROMPT_COMMAND msg into `{uid, user, src, pwd, command}`. The
   session-ended envelope's per-command dict now carries the
   structured fields, with `command_text` set to just the cmd= value
   (preserving embedded whitespace — `nmap -p- 1.2.3.0/24` etc.).

2. Rule engine: per-source_kind auxiliary evidence list
   (`_AUX_EVIDENCE_FIELDS`). For `command` events the engine
   automatically promotes uid/user/src/pwd into the persisted
   `evidence` dict on top of the rule's explicit `evidence_fields`.
   Engine-controlled, not per-rule — adding a new aux field is one
   line here, not a 30-rule YAML sweep, and rule authors can't
   accidentally drop it.

3. TTPInspector frontend: evidence renders as a structured
   `kvs` grid (UID / USER / SRC / PWD / CMD rows) instead of
   pretty-printed JSON. Primary-order list keeps shell fields at
   the top; everything else falls below alphabetically so unfamiliar
   evidence shapes still surface predictably.

Tests:
- session_aggregator pins the structured-fields emit (uid/user/src/
  pwd/command_text without "CMD" prefix, embedded whitespace
  preserved).
- rule_engine_tagger pins the aux-field auto-promotion + the
  no-`None`-leakage path when payload doesn't carry an aux key.
2026-05-02 03:20:53 -04:00
84699f89da feat(ttp): show canonical ATT&CK technique names in the TTPs UI
"T1595" alone is opaque; "T1595 — Active Scanning" tells you the
story at a glance. The names come from a backend-side static catalogue
pinned to the same ATT&CK release as the rule engine
(_ATTACK_RELEASE = "v15.1") — names are the canonical MITRE labels,
not author-supplied strings on rules, so a rule author can't typo a
name and the entire fleet sees the typo.

- New `decnet/ttp/attack_catalog.py` with `TECHNIQUE_NAMES` covering
  every technique_id + sub_technique_id emitted by `rules/ttp/`
  (R0001..R0058 → 69 IDs in the v0 pack).
- `IdentityTechniqueRow` / `TechniqueRollupRow` / `CampaignTechniqueRow`
  / `TTPTagDetailRow` gain optional `technique_name` /
  `sub_technique_name` fields. Repo + router populate them from the
  catalogue at row-construction time. None when an ID isn't in the
  catalogue — UI falls back to the bare ID.
- Coverage test (`tests/ttp/test_attack_catalog.py`) walks every
  YAML rule and asserts every emitted ID has a catalogue entry, so
  a future rule author who forgets to update the catalogue gets a
  loud failure rather than a silent UI fallback.

Frontend:
- `TTPsObservedSection` shows "T1595.002 — Active Scanning:
  Vulnerability Scanning" instead of just the ID, with overflow
  ellipsis + tooltip for narrow viewports. Inspector header /
  TECHNIQUE row also surface the names.
2026-05-02 03:10:07 -04:00