Sonnet-reviewed (per the reviews-use-sonnet feedback memory).
BLOCKERs (RESOLVED in-place):
R1. M.chat would silently return (text, nil) for ALL non-streaming
callers — 4 of 5 categories (summarize/delegate/memory_summarize/
probe) flow through broker.chat, NOT chat_stream. §4 now shows
the explicit M.chat update that captures kind=="usage" alongside
"text" and returns (text, usage).
R2. call_broker fallback retry would credit usage to the wrong model
name. Fix: broker emits payload.model = model_cfg.model (which IS
the fallback's name when called with fb_cfg — chat_stream's
upvar). Wrapper keys by payload.model, NOT outer model_name. §4
+ §13 commit 3 reflect.
R3. build_request has TWO internal callers inside broker.lua itself,
not just the public surface. Plan §13 commit 1 risk row now
spells this out explicitly so the implementer doesn't read "every
caller already passes opts" as "external-only".
CONCERNs (FOLDED):
R4. Single cost_warn_fired flag covers two thresholds — first-to-fire
suppresses the other. Split into ctx.cost_warn_state = { dollars
= false, tokens = false }; :cost reset clears both. §7 + §13.
R5. Warn-check centralization — single _record_usage helper in
repl.lua wraps ctx:add_usage AND does threshold check. safety.lua
routes via helpers.on_usage / opts.on_usage callbacks. context.lua
stays decoupled from renderer.
R6. Preserve nil-vs-0 cost distinction. Accumulator slot gains
`is_local = true` (sticky) when ANY recorded usage had cost==nil.
`:cost detail` annotation comes from is_local flag, not a
fragile cost==0 heuristic.
R7. :cost detail sort needs 3-level deterministic key:
(cost desc, model asc, category asc) — table.sort is unstable.
R8. call_broker fallback passes opts.include_usage unchanged.
Documented as known assumption (B1 confirms both backends
accept; future-broken fallback can pass include_usage=false).
R9. :resume does NOT restore historical usage_totals. Per-turn usage
IS in session JSONL for scripting; cross-session aggregation is
Q-C2 deferred. Documented in §8.
R10. $%.4f loses sub-cent precision (cloud cost 0.000028 -> $0.0000).
Widened to $%.6f in §6 + §7 warn message format.
NITs (APPLIED):
N1. §4 pseudocode comment notes `if doc.usage` branch is independent
of choice branch (handles both B2 emission shapes).
N2. §2 stale "B7" reference corrected to B3.
N3. §13 commit 3 row gains explicit dependency note on commit 1's R1.
N4. §13 commit 4 spells out llm_probe -> llm_second_opinion ->
M.is_destructive signature chain widening.
N5. §3 + §13 commit 6 — PHASE0 §11 amendment already in tree
(3bad07b); commit 6 must NOT re-apply.
PHASE7.md now 803 lines (was 528 after plan). +275/-57. Ready for
implementation phase pending user gate.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
aish
aish — AI-augmented conversational shell.
A single REPL that interleaves shell command execution and language-model conversation, backed by a llama.cpp HTTP broker. Implementation is LuaJIT 2.x with FFI bindings to libcurl, GNU readline, and libc — no C extensions, no build step, one source tree.
Why
Three flows that currently live in three windows fold into one:
- "Run this command and show me the output" — fast feedback loop, no copy-paste between terminal and chat.
- "Explain or write code based on the output we just looked at" — exec output is automatically injected into the model's context.
- "Plan and execute a multi-step task with confirmation gates" — landing in Phase 3 as Chuck Norris autonomous mode.
aish is not a wrapper around bash. It's a first-class interactive environment where the shell is one of several execution channels.
Status
| Component | State |
|---|---|
| Repository skeleton | ✅ in this commit |
| Phase 0 manifest | ✅ docs/PHASE0.md — locked |
| Phase 0 implementation | 🔜 next session |
| Phase 1+ | 📋 enumerated in PHASE0.md §11 |
Every module file currently raises not implemented (Phase 0 pending)
when called. luajit main.lua fails loudly at the first un-implemented
function, never silently.
Quick orientation
| Read this | If you want to know |
|---|---|
docs/PHASE0.md §1–2 |
What aish is and what Phase 0 ships |
docs/PHASE0.md §3 |
Technology decisions (LuaJIT, FFI, readline, libcurl, llama.cpp) |
docs/PHASE0.md §4 |
Directory layout — these file names are stable across all phases |
docs/PHASE0.md §5 |
How input is dispatched (meta / shell / AI) |
docs/PHASE0.md §6 |
Broker contract: /v1/chat/completions, CMD: extraction |
docs/PHASE0.md §10 |
Config schema and resolution order |
docs/PHASE0.md §11 |
Phase sequence (what lands when) |
docs/PHASE0.md §13 |
Open questions, tracked per phase |
CLAUDE.md |
Project conventions for AI-assisted contributors |
Directory layout
aish/
├── main.lua # entry point
├── repl.lua # readline loop, dispatch, prompt
├── broker.lua # llama.cpp HTTP client
├── router.lua # input classifier (meta/shell/AI)
├── executor.lua # command exec + CMD: extraction
├── context.lua # in-memory turn history
├── history.lua # disk persistence (Phase 1+)
├── safety.lua # destructive-op gate (Phase 3+)
├── renderer.lua # output formatting
├── config.lua # default model registry + preferences
├── ffi/
│ ├── curl.lua # libcurl easy interface
│ ├── readline.lua # GNU readline
│ ├── pty.lua # forkpty (Phase 1+)
│ └── libc.lua # chdir, errno, strerror
└── docs/
└── PHASE0.md # locked substrate
Build / runtime dependencies
System packages (Debian / ALARM / Arch names):
luajit(>= 2.0)libcurl4/libcurl-openssl-3runtimelibreadline8runtimelibc6runtime (always present)
No compilation, no luarocks, no make. Just luajit main.lua.
Running
Once Phase 0 ships:
luajit main.lua # uses ~/.config/aish/config.lua
luajit main.lua --config ./config.lua # explicit config path
AISH_CONFIG=/path/to/config.lua luajit main.lua
Config resolution order is documented in docs/PHASE0.md §10.
Configuration
config.lua is a Lua file returning a single table. The committed
config.lua in this repo is both the canonical example and the
development-fallback config (lowest precedence). Copy it to
~/.config/aish/config.lua and edit endpoints to your local llama.cpp
servers, or point AISH_CONFIG at your own.
The default endpoints assume mfritsche's home network:
fast→dirac.fritz.box:8081(Qwen2.5-Coder-7B q4 8k ctx)deep→dirac.fritz.box:8080(Qwen2.5-Coder-7B q4 32k ctx)cloud→hossenfelder.fritz.box:8082(forwards to OpenRouter)
Replace these with your own llama.cpp endpoints if you're not on that LAN.
License
Not yet selected. Default-private until decided.
Project conventions
See CLAUDE.md for contribution conventions, commit style,
and the phase-loop discipline this project follows.