A new package, nisse-ui: a read-only page for studying how the agents
work. For each work item it shows the steps (what people and the
orchestrator said, and each run), each run's turns, and each turn's
request read against the log it was made from:
- each message beside the events it came from, tagged unchanged,
labelled, narrated, shortened (by how much) or a compaction, with what
fitting dropped;
- what is new since the turn before, and where the request first
differs (where prompt reuse had to stop), next to the server's count;
- the reply with its reasoning, and the raw JSON.
Runs going in circles are flagged by nisse_core.loop.circles (repeated
near-identical replies, one correction given again and again, repeated
apologies), a pure function M7.8 can reuse in Driver.run.
In nisse-core:
- render.py: message_indexes(), from the same code render() uses, so
the page's matching can't drift from what was sent.
- calls.py: the record notes when recording began; the reader gains
calls_for(item) and call(id).
- state/readonly.py: opens an agent's SQLite file without creating its
-wal/-shm files (mode=ro alone does, once the writer has closed).
The page reads only through read-only connections, escapes everything,
and sends a Content Security Policy that allows no script. It listens on
127.0.0.1; until M6.6d puts it behind Authelia, reach it over an SSH
tunnel. Jinja2 is its one new dependency, for autoescaping.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01J5Utyfzw7gF7UhjRDEtjTk
A new package over nisse-core: it reviews every ready PR in the
repositories its account can read, and posts one COMMENT review.
- scheduler: each round, open PRs per readable repository (or the
configured repositories); an item per PR, ready unless draft or WIP;
closed with the PR. One review at a time, oldest first.
- reader: the repository at head and base from Gitea archives, unpacked
and read in Python (read_file, list_files, search_code), and its issues;
bound to the item's repository; no git, no shell.
- review: starts from the PR, commits, diff, comments, closed issues, CI;
comment drafts a point on any existing line; post_review posts one
COMMENT review at the head, inline where Gitea takes it, else as links in
the summary. ask_expert; vault and memory (memory/nisse-review).
- L8: posting is an intent; recovery asks Gitea for the marked review and
never posts twice; with Gitea down, the item waits.
- Failures retried, then said on the PR until the next push.
- Startup refuses an account that can push to or administer any repo.
- nisse-core gitea: readable_repositories, open_pull_requests, diff,
commits, archive, issue, search_issues, reviews, post_review; PR fields.
- Bring-up: scripts/review-bringup.sh; nisse-review.example.yaml.
- Tests: unit over a fake Gitea and scripted model; a live test
(NISSE_REVIEW_GITEA_TOKEN) reviews a PR in a fresh test repository.
- Docs: Development Plan M7.3, Tuning Guide (tuning.review.*).
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01J5Utyfzw7gF7UhjRDEtjTk
What isn't the dev agent's moves to nisse-core, unchanged in behaviour,
with its tests: canonical, render, render_anthropic, llm, catalog, probe,
context, views, state, reconcile, worker, cancel, dump, transport, matrix,
execution, testing, vault, memory, oplog, envfile and gitea (whole).
- nisse_core.state.StateStore holds the tables every agent has; an
agent's subclass adds its tables (version, migrations), roles and
views. nisse_dev.state.StateStore adds the build VM blocks (v5).
- views.project takes what each role is shown, rather than a fixed table.
- Vault takes the agent's name (agent=), for provenance.
- A test that nisse_core never imports an agent.
- The loop, config, git, delegation, expert, tools and evals stay in
nisse-dev until nisse-ops has a loop to share.
Docs: the Development Plan marks M7.1 done and notes that Phase 6 waits on
the agent host and Terraform; Architecture Part L names the package.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01J5Utyfzw7gF7UhjRDEtjTk
- Every PR: lint, unit tests across the runner's cores (pytest-xdist), 16
property walks from a seed that moves with the run number, integration
tests, and the end-to-end smoke tests (the slice, a conversation filed
as work, a question; `smoke` marker).
- A PR labelled e2e:full, a push to main, or a manual run: all 48 walks and
the whole end-to-end suite. Adding e2e:full to a PR runs it; any other
label runs nothing.
- A published release runs the full set before its image is built.
- The walk's seeds come from NISSE_WALK_SEEDS / NISSE_WALK_FIRST (48 from 0
by default).
Measured here: the unit tier on 2 workers took 3m49s against 6-8 minutes
serially.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01PPQ14L3LikyefCMFBqEbKE
The thresholds Part H says to tune on the real inference hardware were
hardcoded, so every adjustment would have been a PR. They now live in a
`tuning:` section of a YAML config file, which also replaces flat
environment variables as the home for structure (#32).
- The file (NISSE_CONFIG, default ./nisse-dev.yaml) carries structure
and holds no secrets: credentials are ${VAR} references resolved from
the environment, and a reference to an unset variable is an error
- The environment still wins: every existing NISSE_* variable overrides
its key, and the file is optional, so .env and CI work unchanged
- Validation stays fail-fast and reports every problem at once; unknown
keys are errors, so a misspelt knob fails at startup instead of
silently doing nothing
- The config file joins the state store and .env in the check that
refuses to start when they sit inside the workspace clone
- Tuning covers the executor's turn and failure limits, the consult
budget, the delegation caps, the command timeout and the tool output
limit, which Workspace now takes as a setting; the defaults are the
values the agent already ran with
- llm.max_output_tokens reaches both LLM clients from the config
docs/Tuning-Guide.md explains the knobs for someone learning local
model tuning: how weights, quantization and the KV cache spend VRAM,
what each knob does and what goes wrong at either extreme, and an order
to tune in. nisse-dev.example.yaml documents every key and is checked
by a test so it cannot drift.
Closes#32
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
PR 2 of the steps-3/4 plan.
- llm.py: LLMClient protocol — complete(events, tools, model) ->
canonical events — present from the first real LLM call.
LiteLLMClient renders requests via the A10 renderer, targets the
proxy's OpenAI-compatible route, and maps provider tool-call IDs
to locally-minted canonical IDs at the boundary
- RoleMap (A11): executor/planner/delegate/consultant resolved from
env; pinned() returns the mapping to record at task start
- Config strictly from env: NISSE_LLM_BASE_URL, NISSE_LLM_TOKEN;
envfile.py is a minimal .env loader where real env wins; .env now
gitignored with a committed .env.example documenting all variables
(Matrix ones included for the upcoming transport PR)
- Live smoke test against the proxy is integration-marked and skips
without credentials — CI stays credential-free per operator
decision; the test runs locally once .env exists
- httpx added as nisse-dev's HTTP client
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
- uv workspace tying nisse-core, nisse-dev, nisse-ops together
(src layouts, workspace-sourced nisse-core dependency)
- Placeholder hello-world entry points for both agents, calling
through nisse-core to exercise the package boundary
- pytest unit tests per package; integration tests (marker-gated)
running the installed console scripts as subprocesses
- ruff lint + format, nisse_* declared first-party
- Gitea Actions workflow running lint, format check, unit and
integration tests; scripts/check.sh mirrors it locally
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
dongarandClaude Opus 5.5