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Releases: momonpya/eggshell
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Eggshell 0.1.0
Eggshell is local memory for AI agents: reuse original work and supporting evidence across independent chats, without LLM calls to organize memory.
This build preserves admitted observations while filling missing context in a selected explanation, avoids repeated graph-key preparation during packet fitting, and keeps provenance and complete packet bounds checked in Lean. Saved observations remain immutable; recording and indexing continue between chats.
LLVM measurement
Native macOS Codex CLI, GPT-6 Luna xhigh, independent ephemeral chats: empty memory → a new seed investigation → topics 1–3 with continuous saving → topics 1–3 with accumulated memory.
| Topic | Fresh reference | First lap | Reduction | With accumulated memory | Reduction |
|---|---|---|---|---|---|
| 1 | 1,284,909 | 224,815 | 82.5% | 52,029 | 96.0% |
| 2 | 799,753 | 170,441 | 78.7% | 52,007 | 93.5% |
| 3 | 2,302,471 | 657,499 | 71.4% | 52,189 | 97.7% |
| Total | 4,387,133 | 1,052,755 | 76.0% | 156,225 | 96.4% |
Input + output tokens, including cached input and reasoning output. The seed cost 766,235 tokens separately. All seven new memory-side chats completed; no failed attempt was excluded. One recorded independent fresh reference per topic is reused in both columns, so this is not a randomized or statistical savings guarantee.
The retained lap required no additional tool executions. The slowest measured hook was 23.6 seconds within its 30-second deadline. Every original observation and answer remained saved, with indexing queues empty before the next chat. Source review accepted the core answers, with minor fixture/citation qualifications recorded alongside the unedited answers; no passing LLVM runtime test or statistical quality equivalence is claimed.
Full measurement, handoffs, answers, and review notes · README
Version remains 0.1.0. Binaries and plugin metadata identify the same source build in runtime.json. Local full-suite, lifecycle and packaging checks, and macOS/Linux engine and adapter CI passed before merge; the release workflow separately builds and tests all four supported distribution targets.