RagLeap
Maintainer
@antonyrag · active 2026-07-04 to 2026-09-29 · took part in 479 issues/PRs

TC Antony

Public record of TC Antony's work on RagLeap (ragleap-core), with a link to every item. GitHub profile.

Summary

440 pull requests (434 merged), 37 issues opened, 29 comments, 0 reviews, 0 inline review comments, 768 commits.

Pull requests (440)

(latest 30 of 440)

Issues opened (37)

(latest 30 of 37)

Comments on issues and pull requests (29)

  • 2026-09-16 · on #360 ragleap-rag: live-verify mistral/together/cohere/voyage providers — comment: “Fix is merged: 394 @seven7763's CO1/V1 finding was exactly right — embedcohere() and embedvoyage() hardcoded the first-party URLs (api.cohere.ai, api.voyageai.com) and never read self.config.baseurl a…”
  • 2026-09-16 · on #360 ragleap-rag: live-verify mistral/together/cohere/voyage providers — comment: “@seven7763 stellar verification drop - thank you for funded run + honest scope! 🙏You found a real papercut: CO1/V1 confirms baseurl is silently ignored in embedcohere/embedvoyage - filed as bug, fixin…”
  • 2026-09-15 · on #153 ragleap-graph: eval framework (graph-RAG vs vector-RAG accuracy) — comment: “Status update (2026-09-14): harness proven, real value still unproven What's now real and working The eval harness (evalgraphcompare.py, runevalcomparison.py - previously untracked scratch files, now…”
  • 2026-09-15 · on #377 ragleap.com /simple/ PyPI mirror is stale (4+ versions behind on both packages) — comment: “Root cause found (2026-09-14): there is no sync mechanism at all, broken or otherwise. pypiserver (supervisor-managed, port 8080) just serves whatever's physically sitting in /opt/pypiserver/packages/…”
  • 2026-09-15 · on #25 Wire search_related_entities() into the retrieval pipeline — comment: “Merged — thanks for the contribution @hardik47278! 🙌 This adds real value to the retrieval quality for the 46 AI Employees' memory.”
  • 2026-09-14 · on #157 Verify /simple/ PyPI proxy serves real package data — comment: “Closing — confirmed live: /simple/ and /packages/ serve a real PEP 503 index backed by genuinely real, downloadable package files (verified sha256-matching .whl files, real Content-Length/Last-Modifie…”
  • 2026-09-14 · on #24 Improve short-query language detection accuracy — comment: “@hardik47278 As promised, assigning 24 to you! 🙌 25 (graph-boosted retrieval) - fix confirmed, will merge tomorrow morning and include in v0.5.0 launch with your credit! For 24 - short-query language…”
  • 2026-09-13 · on #151 ragleap-graph: audit logging (Postgres-backed) — comment: “Closing — this shipped in v0.6.6, before this issue's current description was written or last accurate. Audit logging is fully implemented: ragleapgraph.audit module (AuditConfig, AuditLogger), wired…”
  • 2026-09-10 · on #9 Citation validation frequently flags valid=False with low accuracy (~0.40) even on correct answers — comment: “@hardik47278 Thanks for interest in this too! As mentioned in 25, let's ship 25 first (KG layer), then I'll assign this to you as next. Reserved for you! 🙌”
  • 2026-09-10 · on #24 Improve short-query language detection accuracy — comment: “@hardik47278 Thanks for interest in this too! As mentioned in 25, let's ship 25 first (KG layer), then I'll assign this to you as next. Reserved for you! 🙌”
  • 2026-09-10 · on #25 Wire search_related_entities() into the retrieval pipeline — comment: “@hardik47278 Huge thanks for picking this up! 🚀 Assigned to you!Perfect plan — wiring searchrelatedentities() into searchsimilarchunkswithgraph() with smaller boost (0.2-0.3) for indirect matches + te…”
  • 2026-09-03 · on #265 Duplicate CO_OCCURS_WITH concurrency test reintroduced on main (mislabeled commit 0faec85) — comment: “Root cause identified: not a runaway process, but legitimate concurrent work by multiple people/sessions sharing the same ~/ragleap-core working directory on the VPS (confirmed via git reflog - anothe…”
  • 2026-09-03 · on #265 Duplicate CO_OCCURS_WITH concurrency test reintroduced on main (mislabeled commit 0faec85) — comment: “Observed live during the v0.6.9 release (PR 266): the same duplicate COOCCURSWITH test with the old uncorrected skipif reappeared as an uncommitted, unstaged change on packages/ragleap-graph/tests/tes…”
  • 2026-08-24 · on #196 feat: add scheduled background sync using APScheduler — comment: “Thanks @ashxris! Merged 🚀 Great work on the background sync. This closes 28”
  • 2026-08-19 · on #28 Scheduled background sync for integrations — comment: “Concrete implementation plan, based on reading the current code (core/api.py, core/integrations/service.py): What already exists: - listdatasources() in core/integrations/service.py returns each sourc…”
  • 2026-08-19 · on #24 Improve short-query language detection accuracy — comment: “Fully self-contained in core/language.py, no other files need to change - good pick if you want a focused, testable first PR. The confidence-gated fallback idea in the description is probably the fast…”
  • 2026-08-19 · on #25 Wire search_related_entities() into the retrieval pipeline — comment: “This one's a nice self-contained retrieval-quality improvement if you want to work with the knowledge-graph side of the codebase. finddocumentsbyentities() in core/retrieval.py is the direct-match ver…”
  • 2026-08-19 · on #134 Add tests for /chat with-role and without-role cases — comment: “Good entry point if you want to get familiar with how AI Employees role-injection actually works without touching production logic - you're testing existing behavior, not building new. core/chat.py's…”
  • 2026-08-19 · on #143 Wire n8n workflow triggers into the Voice channel — comment: “If you're comfortable with WebSocket code but haven't touched this codebase before: the three text-channel routers (channels/whatsapp/router.py, channels/telegram/router.py, channels/discord/router.py…”
  • 2026-08-15 · on #12 Add Deepgram (STT) and ElevenLabs (TTS) as alternative Voice providers — comment: “Thanks for the detailed, bounded writeup — genuinely useful to see the formatting-normalized WER breakdown (callback/call back, digits vs spelled numbers) explaining the raw 52% -> 0 edit distance onc…”
  • 2026-08-14 · on #134 Add tests for /chat with-role and without-role cases — comment: “@aayushi-tomar Yesss let's go! 🔥 Love the 4-point plan. Exactly what we need to catch Bug 2 and 3. Open a draft PR whenever and tag me. I'll review fast. Thanks for jumping in!”
  • 2026-08-14 · on #132 Wire AI Employees role context into core/chat.py — comment: “Update for anyone following: merged in 133. Turned out to be three separate bugs once I actually tested it end-to-end, not just wired-and-compiled: 1. The model was ignoring owner instructions stated…”
  • 2026-08-14 · on #132 Wire AI Employees role context into core/chat.py — comment: “Hi @aayushi-tomar, welcome — really glad this is your first RagLeap contribution! Good timing question, and good instinct: yes, it should reuse the exact same logic as /employees/{role}/context from 1…”
  • 2026-08-12 · on #12 Add Deepgram (STT) and ElevenLabs (TTS) as alternative Voice providers — comment: “Here's the neutral 10s benchmark: WAV: https://raw.githubusercontent.com/antonyrag/ragleap-core/main/benchmarks/stt-neutral-10s/benchmark.wav Duration: 9.62s Format: 16kHz mono WAV, 16-bit PCM SHA-256…”
  • 2026-08-12 · on #12 Add Deepgram (STT) and ElevenLabs (TTS) as alternative Voice providers — comment: “Hey! Thanks for offering to help test this 🙏 Yes, a neutral 10s WAV benchmark would be perfect. Let me generate one and drop it here with duration + expected transcript. Goal is to compare STT cost/ac…”
  • 2026-08-04 · on #83 chore(deps): bump actions/setup-python from 5 to 7 — comment: “@dependabot rebase”
  • 2026-07-28 · on #66 feat: lightweight evaluation utility (0.6.2) — comment: “Duplicate of 65, which was already merged via the web UI before this PR finished being created. No content difference (verified via git diff against origin/main). Closing.”
  • 2026-07-21 · on #42 feat: connection pooling for all database access — comment: “Duplicate of 41, which already merged this same branch/content.”
  • 2026-07-17 · on #32 feat: LLM provider fallback chain — comment: “Duplicate — this branch was already merged via PR 31. Closing without merging.”

Commits (768)

(latest 30 of 768)

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