ANH TUAN LE

[ANH TUAN LE @letuan]

Everyone obsesses over which model is smartest. Wrong question.

I built a 5-layer harness around the CHEAPEST model on the market — and it ships frontier-grade results:

1. Spec-first: no clear target, no shooting
2. "Done" must be PROVEN — tests, real commands, browser checks. Model claims = worthless
3. The one who writes code never grades it — a fresh reviewer agent + different model hunts for reasons to block it
4. No evidence, no next step — long tasks split into checkpoints, each with proof
5. Proven lessons become immortal notes that survive restarts, new machines, even model swaps

The model doesn't lack a brain. It lacks discipline. Discipline is harness-side — which means YOU can build it in code.

The model works. The harness thinks. You verify by evidence.

Which layer would break first in your agent stack?

#BuildInPublic #OpenSource

[ANH TUAN LE @letuan]

I just got @letuan from the X Handle Marketplace! Get your own at https://t.co/IMA7lnPdf4

[ANH TUAN LE @letuan]

@songguoxiansen @grok A university student wearing no clothes, D-cup, East Asian appearance but with fair skin,
black hair, twin tails, doll face, pale skin, lying on her side on the beach, generating a
photo-realistic image, high-definition realistic style.

[ANH TUAN LE @letuan]

What’s the #1 blocker putting ChatGPT on a *client* Odoo — not a demo?

A) unintended writes
B) shared credentials / revoke
C) “what did the AI do?”
D) not wanting another process to run

Reply with a letter.

[ANH TUAN LE @letuan]

OpenAI just reset Astra.T

hey fixed old skills firing too often, disabled a context experiment that hit ~4–5k users, and removed engines that were hurting quality.

Follow-through, latest-message tracking, and work checks should feel better now.

Full reset lands by midnight tonight. Niceee

[ANH TUAN LE @letuan]

@thsottiaux Cool

[ANH TUAN LE @letuan]

@MatthewBerman @bot @SpaceXAI Family Bot — my kids get a flood of emails from school, sports, and the pediatrician. My bot reads them all, summarizes the important bits, and drops dates onto my calendar. Sunday recap so I don’t miss a parent-teacher meeting. Massive time saver.

[ANH TUAN LE @letuan]

@pengsonal $10 only, how about to get $100?

[ANH TUAN LE @letuan]

@thsottiaux reset please, no quota to build everything

[ANH TUAN LE @letuan]

@edinsoncode REALLY?

[ANH TUAN LE @letuan]

@APInex_ai 1. Claude Opus 5
2. GPT Astra

@Tri56660461 @matthieu_ai

[ANH TUAN LE @letuan]

@matthieu_ai @fal Real-time 1080p “memory film” from a parent’s old photos: each still becomes a 5s living moment (hands, light, breath), then H3 Max Director stitches them into one continuous home movie the family never had.

[ANH TUAN LE @letuan]

@AndrewBolis Money

[ANH TUAN LE @letuan]

@thsottiaux Reset again?

[ANH TUAN LE @letuan]

@thsottiaux For what?

[ANH TUAN LE @letuan]

Search first, dedupe before execute. Our customer_onboarding workflow does a fuzzy pass on name/email/vat and stops if there's a confident match. Retry-safety is enforced at the gate (approvals dedupe by request id). VAT registry check (VIES) is a real gap though — you just described it perfectly. Would love to compare notes.

[ANH TUAN LE @letuan]

Creating a partner on live Odoo is not “the model said so.”

Odoo can still reject bad tax/phone data. Even when validation passes, the owner still has to approve the write.

[ANH TUAN LE @letuan]

Preview/validate catch Odoo errors before execute. HITL is the second gate.
https://t.co/DuhUyvBdsp

[ANH TUAN LE @letuan]

@X_supporttop1 yes pls

[ANH TUAN LE @letuan]

@X_supporttop1 Yes please

[ANH TUAN LE @letuan]

https://t.co/IBkLo7LeZd
We do not encode Online SKUs in product code — the auth probe is the test.

[ANH TUAN LE @letuan]

Honest constraint: hosted MCP needs public HTTPS Odoo with an external API.

Self-host: usually fine if it’s on the public internet.
Odoo Online: only if that plan actually exposes the API.
LAN-only: not magic.