What got done

Progress

Accomplishments across every workstream — by capability, newest first.

Updated as of 2026-06-26 · 6 sessions reporting

Images as a source of intelligence — six domains, one platform.

✓Streamlit demo app LIVE locally — OSA% + Planogram Compliance% (2 KPIs) with slot overlay

✓Real-world validation PASSED: 99.7% recall on 2,668 products across 680 real store images (5 stores)

✓Tonioni-George Grocery Dataset (ECCV 2014) downloaded and validated — 686 images, 8,350 training products

Know your rights in plain language — free, so no one is misled by a lack of information.

✓Domain resolved — going live as the /nyaya page

✓Interactive tool gate-cleared + brand-aligned, ready to embed

✓Verified Q&A: retrieve → refusal gate → cite → disclaim

The dharmic AI charioteer — Sūrya's light, the buddhi's guidance, the human always at the reins.

✓the 7-dimension framework 7×4 framework is now LIVE on the site — the four stakeholders established first, then the dimension × rider matrix

✓Public capability names migrated to neutral English (Sanskrit kept internal)

✓Student progress framed as a report card / progress report (DPDP-aligned) — never profiling

Dual engine: Voice AI hears, Text AI understands.

✓Real-voice accuracy measured: Voice AI vs Wispr on RP's own voice — baseline established

✓Vocabulary correction updated with real-voice errors from measurement; eval script ready for batch testing

✓Architecture audit complete: all claimed 'domain misses' verified as built — Speech, ContextStore, Stage-0 all on disk

The Bhagavad Gītā for everyone — free, grounded, multilingual.

✓Voice Q&A works end-to-end — ask in your own words, hear it answered from the verses

✓Answers stay grounded, cited against the commentaries, and refuse anything off-topic

✓Next: multilingual (Hindi & Indic) and real-time conversational turn-taking

AI-graded photos. Operator-confirmed. Client-ready in minutes.

✓PRISM Silver rate fixed: 49.6% → 29.0% (within 25-30% target)

✓event reclassified: 270 photos queued for operator review

✓Face clustering run on a recent event: 73 unique persons found