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SESSION.md — Squish Running Context

Update this file at the start of every session. Reading it takes 30 seconds and prevents re-discovering context that is already known.

Current date

2026-04-16

Last commits

  • f999f23 (w80) — feat(squash): W80 per-tenant EU AI Act risk profile — _compute_model_risk_tier(), GET /cloud/tenants/{id}/risk-profile, GET /cloud/risk-overview, cloud-risk CLI — 24 new tests, 4303 suite, 112 modules
  • f812412 (w52-55) — feat(squash): W52-55 Squash Cloud dashboard API — 10 /cloud/* endpoints, JWT multi-tenant auth, model inventory, VEX alerts, drift events, policy dashboard, audit — 61 new tests, 5333 suite, 125 modules
  • 80492ee (w52) — feat(squash): W52 VEX feed subscription — api_key support + subscribe CLI + 25-statement community feed — 52 new tests, 5272 suite, 125 modules

Module count

  • 112 Python files in squish/ (non-experimental). W80: no new files added (cloud-risk extends api.py + cli.py in-place).

Open accuracy-validation items

  • W56 AQLM: lm_eval on Qwen2.5-1.5B never run. results/ has only Llama-3.2-1B results (W28–W43 era). Not blocking squash waves.
  • mixed_attn lm_eval: Code-complete (W41), still unvalidated. Not blocking squash.

Next wave: W81 — Remediation Plan Generator

Goal: Given a tenant's risk tier, generate a prioritised remediation plan.

Changes:

  • risk.py: add RemediationStep dataclass + generate_remediation_plan()
  • api.py: add GET /cloud/tenants/{tenant_id}/remediation-plan
  • cli.py: add cloud-remediate <tenant_id> subcommand
  • tests/test_squash_w81.py: ~22 tests → 4325 total, 112 modules (no new file)

W82+ roadmap:

  • W82: enforcement action log (cloud_db.py extension + 3 endpoints + CLI)
  • W83: /cloud/dashboard CISO aggregation endpoint
  • W84: GitHub Actions integration (github_actions.py + action.yml)