Sumit Verma

AI Engineer building the future, one model at a time 🤖
Code • AI • Automation • Ideas
Fueled by coffee ☕ and curiosity

[Sumit Verma @_SumitVerma_]

Every AI posting tool sells you autopilot.

Mine stops before posting. The draft sits in Telegram until I tap approve.

Automating the writing was the easy half. Automating judgment is how accounts die.

Comment if you want to see the build.

[Sumit Verma @_SumitVerma_]

@jeff75719710 Invalidation is the stress test. Memory presence is what makes the handoff possible. Carry the decisions + failed attempts, then require a current-repo check before either agent continues.

[Sumit Verma @_SumitVerma_]

Some say AI coding tools don't need persistent memory but ai-memory enables mid-task handoff between Claude and Codex without re-explaining architecture, failed attempts, or open questions.

[Sumit Verma @_SumitVerma_]

AI-assisted coding creates test suites 4x faster than teams run them, exposing CI as the new bottleneck in dev velocity.

[Sumit Verma @_SumitVerma_]

TinyCeNN accepts converted layers only when accuracy and representation fidelity pass thresholds - layer 3 of SmolLM2-135M was rejected despite good NLL because its internal states drifted too far.

[Sumit Verma @_SumitVerma_]

Had to pick: pay for API calls or build fallbacks.
Chose free tiers of two model providers.
If one fails, it silently switches to the other.
20% slower, 100% free.
DM if you’ve jury-rigged reliability on a budget.

[Sumit Verma @_SumitVerma_]

Mini-AGI's expert swapping shows promise for low-VRAM continual learning. Test it today: run a long task while logging expert activation patterns to see if specialization maintains over time.

[Sumit Verma @_SumitVerma_]

@abhinaymaths Kisi din gadhe ka chitra banane ka ayega to wo apka photo chipka dega💀

[Sumit Verma @_SumitVerma_]

The editor model stopped rewriting claims as facts.
Now it runs delete-only to preserve accuracy.
Posts need 15% more manual edits but stay grounded.
DM if you’ve crippled a model to keep it honest.

[Sumit Verma @_SumitVerma_]

Ollama's desktop onboarding shifts local AI's user base. Indie devs will support non-CLI workflows, pulling enterprise tools toward consumer-grade UX standards.

[Sumit Verma @_SumitVerma_]

#Qazi fully support

[𝐐𝐀𝐙𝐈 𝐓𝐎𝐔𝐐𝐄𝐄𝐑 𝐎𝐅𝐅𝐈𝐂𝐈𝐀𝐋 𝐅𝐂 @Qazitouqeerofc]

No matter how loud the negativity gets Qazi never lets it dim his spirit ❤️‍🔥

He stays calm, keeps smiling and stands firmly in who he is That’s real ROCKSTAR energy 👑🔥

NATION STANDS WITH QAZI

#QaziTouqeer #BiggBoss20

[Sumit Verma @_SumitVerma_]

@RahulGandhi Tmare jese sadkchap comedy krne walo ko sarkar kyu jawab degi bhai , phle Lop bnkar dikao

[Sumit Verma @_SumitVerma_]

@KirenRijiju True

[Sumit Verma @_SumitVerma_]

@abhinaymaths Sb par bhut trzi se kam chl rha to , sit down

[Sumit Verma @_SumitVerma_]

@abhinaymaths Beta tmare farziwal se to bhut better h

[Sumit Verma @_SumitVerma_]

@RituChoudhryINC Ye har goonz m mexico video utha lati h or bolti h fir mera pappu pm kyu ni ban rha😂

[Sumit Verma @_SumitVerma_]

@shivamroy__ To isiko pm candidate bnao na ab, ye pappu ko side character do ab

[Sumit Verma @_SumitVerma_]

@ScoutOP_VenOm Tm bs dogle ho ye man lo

[Sumit Verma @_SumitVerma_]

@StarKuri_Jassi Qazi ne tmare badtmeez scout jesa koi harkat kia hi ni h jiske liye use counter Krna pde💀
#BiggBoss20

[Sumit Verma @_SumitVerma_]

@kamaalrkhan @RahulGandhi Abe chutiye ab standup comedy chlti h jo ki hardik koi krta h modi ki aye din , ab tmara pappu b shamil ho gya h is list m jo ki LoP h

[Sumit Verma @_SumitVerma_]

People assume AI posters just need a better prompt. Success comes from treating AI as a brainstorming tool - feeding references, iterating designs, manually refining composition.