2026.7.9

Local-first, loop-native personal agent runtime. CalVer release.

Highlights

🧾 Receipt Reader (票据员) — a fourth resident. Drop it a receipt or invoice (pasted text or a photo) and get one clean structured line: merchant, date, total, tax id, itemised amounts — with the items actually summed and checked against the stated total, OCR mess (O↔0, l↔1) calibrated from context, unsure fields left null not guessed. Recognition and structuring only — it suggests a category from your own company sheet as a hint you confirm, never rules on reimbursability or files anything. Photos OCR on-device via the optional [ocr] extra; no extra and no vision model → it asks for the text rather than fake it. Real-model verified on the hard case: a receipt that doesn't add up gets a sum_mismatch flag with both numbers, not fudged figures.

📚 study-buddy & 🎙️ meeting-notes are now full residents (7-file paradigm images, read-only), each with a growth soul (concept map / team glossary). The empty house now offers four tenants.

Internal agents use our own paradigm (知行合一). A new AgentSpec gives internal agents the engineering core (identity/principles/contract/verify/tools); converge is the first adopter. For developers reading the source — not surfaced in the UI.

Knowledge chat「追问」 — settle the rest while keeping a questioned point open for discussion.

Fixed

• Knowledge chat: real back-and-forth turns, no same-module self-contradiction (one referent, one source of truth), and paste-a-link actually fetches — real browser headers + the fake-ip proxy range (198.18/15) so it works behind Clash/Surge.
• Management modals scroll when content runs past one screen.
• Capability-grant card covers the delegated execution path; decision-card popup no longer overlaps the role-edit modal.

Full detail: CHANGELOG.md

Update: pip install --upgrade karvyloop (or karvyloop update).