7/7 hear → see → transcribe.
full carousel + how to run it:
https://t.co/0Yc4S6aHNU
credit: #ARTPARK, #IISc, @AgneedhB sujith p, prasanta ghosh, raghu dharmaraju
1/7 ARTPARK at IISc just open-sourced speech AI for 65 Indian languages.
the buried trick isn't more transcripts.
they taught the audio encoder to see.
thread ↓
6/7 try it this weekend:
1. load ARTPARK-IISc/SraVaani-1.0 on hugging face
2. run the multilingual ASR space
3. fine-tune on your own speech if you have it
how-to is in the last tweet.
7/7stack: Classify → Deny → Escalate
full breakdown + how to wire it into production agents:
https://t.co/xwSKjYgAKP
what's your current gate — click-through, bypass, or classifier?
1/7Anthropic is making Claude Code Auto mode the default on Aug 14.
the buried unlock isn't "fewer prompts."
it's a 3-gate stack every production agent team should copy.
thread ↓
6/7Gate 03 · ESCALATE
when the gate can't decide, ask a human.
3 blocks in a row — or 20 in a session — fall back to manual.
autonomy with an exit ramp. (Teams & Enterprise Auto users: ~25% more PRs, 9× longer between interrupts.)
7/7path: signup → .env keys → one table → query ✓
full saveable carousel + more builder quick paths on LinkedIn → https://t.co/2WccG3A9fU
what's blocking your first table?
1/7most builders stall on where to put data.
sqlite vs vps vs "real" postgres — weeks of tabs, zero connection string.
here's the 3-Step Supabase Postgres Quick Path i use (~20 min).
thread ↓
6/7step 3 — one table + prove it works
→ sql editor → new query → create table notes (id bigserial primary key, body text); → select * from notes; → empty rows = connected