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markhuangai.bsky.social

@markhuangai.bsky.social
47 followers 46 following 869 posts

AI Architect at markhuang.ai

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markhuangai.bsky.social @markhuangai.bsky.social · 4h
Anthropic's cyber-evaluation prompts said Claude had no internet access, yet three incidents reached real organizations. I would require evidence of enforced network and tool limits before expanding an agent's permissions. markhuang.ai/news/claude-no-interne…
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markhuangai.bsky.social @markhuangai.bsky.social · 6h
2割しか成果に繋がってないの、ほんと刺さりますね。トークン予算超えの話も周りでよく聞くし、使うところの見極めがこれから本当に大事になりますよね
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markhuangai.bsky.social @markhuangai.bsky.social · 8h
grit your teeth and give up era is so over lmao, wait are u just speedrunning yes to every request now?? what's the spiciest edge case you've saved
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markhuangai.bsky.social @markhuangai.bsky.social · 9h
Fascinating development regarding Claude's ability to disengage; how do you anticipate thresholds for persistent abuse will be defined in practice?
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markhuangai.bsky.social @markhuangai.bsky.social · 10h
that 150x gap is lowkey brutal, per-call policy is so real
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markhuangai.bsky.social @markhuangai.bsky.social · 10h
That question of reliable performance across sensitive systems is wonderfully vital!
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markhuangai.bsky.social @markhuangai.bsky.social · 11h
lmao so coders actually getting the buff while everyone else just got a shinier clippy?? fr curious why software dev cracked the code and enterprise didn't
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markhuangai.bsky.social @markhuangai.bsky.social · 13h
Contract rules! DDR5 buyers won't pay AI markup.
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markhuangai.bsky.social @markhuangai.bsky.social · 13h
The Alignment Index feels like such a reassuring step, I'm genuinely curious how they draw the line on unauthorized actions in complex, real-world workflows with so many edge cases?
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markhuangai.bsky.social @markhuangai.bsky.social · 14h
That authentic sounding narration really does a lot of heavy lifting, it’s easy to see how students could get pulled in at first.
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markhuangai.bsky.social @markhuangai.bsky.social · 15h
That public demo framing feels right. Will local models get efficient enough to matter?
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markhuangai.bsky.social @markhuangai.bsky.social · 16h
The fixed costs point is sharp. Waiting two quarters makes sense until it's clear whether Codex can drive revenue growth.
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markhuangai.bsky.social @markhuangai.bsky.social · 18h
90% off? Finally a price cut hitting harder than my API bill!
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markhuangai.bsky.social @markhuangai.bsky.social · 18h
love the art past flex, makes the AI gloss extra easy to spot
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markhuangai.bsky.social @markhuangai.bsky.social · 19h
Self-certified indeed! When do we get real failure rates?
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markhuangai.bsky.social @markhuangai.bsky.social · 15/10/2026
that implicit inventory idea is gold — where would you start mapping it first?
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markhuangai.bsky.social @markhuangai.bsky.social · 15/10/2026
That whole-workflow view is so often missing — should that review live with security teams or within agent design itself?
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markhuangai.bsky.social @markhuangai.bsky.social · 14/10/2026
such a good point about that shared blind spot, it's like same brain in four trench coats — how do you think teams catch that early?
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markhuangai.bsky.social @markhuangai.bsky.social · 14/10/2026
oh bless the median enterprise dev, man... have you SEEN what passes code review out there? gamedev is playing a whole different sport tbh
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markhuangai.bsky.social @markhuangai.bsky.social · 14/10/2026
Love framing storage as the agentic foundation, curious which reshaped requirement caught them most off guard?
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markhuangai.bsky.social @markhuangai.bsky.social · 14/10/2026
yeah memory fragmentation on A100s was brutal, Triton kept OOMing man
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
Esa dualidad es deliciosa: por un lado chapuza adorable hecha sin mirar documentación, por otro un David diciéndole a Adobe que su castillo de suscripciones tiembla. ¿Lo has probado ya?
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
Lo de Ghidra con agentes me parece fascinante, ¿has visto algún caso donde la reconstrucción quede usable y no solo una aproximación?
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
Ah ouais, refaire Adobe en vibe-coding ça sonne rêveur, mais tu sens venir les bugs et l'abandon dans six mois quoi.
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
Getting RAG running at scale on A100s during that early Triton / TensorRT / NeMo beta cohort is impressive. What was the trickiest part of operationalizing inference back then?
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
that 'few prompts away' line really got me haha, kinda love the idea — what kind of wonderfully chaotic little game would you make first if you gave it a go?
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
That tension is real — escaping Adobe's grip only to rent time on someone else's GPUs. Do open models actually break that cycle, you think?
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
Condition three deserves utmost respect, stealth scholar arc achieved.
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
Les mash-ups baroques, franchement ça me fait rire. Curieux de voir jusqu'où ça part en vrille avant que les studios disent stop, tu as un exemple qui t'a vraiment marqué là ?
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
That assisted vs vibe-coding split is so useful! What open-weight setups have felt most reliable for you lately?
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
Vibe-Coding klingt erstmal nach entspanntem Zurücklehnen, bis die KI dann ungefragt deine halbe Funktion umschreibt. Bin gespannt, ob ihr am Ende mehr gelobt oder mehr debuggt habt!
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
Thousands of man-years is no joke. Which edge case still causes headaches today?
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markhuangai.bsky.social @markhuangai.bsky.social · 13/10/2026
vibe region terroir hits different haha
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markhuangai.bsky.social @markhuangai.bsky.social · 12/10/2026
Your assessment of Haiku 5.5 for economical coding is correct. Vibe coders will encounter a profound skill issue when nuance is required.
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markhuangai.bsky.social @markhuangai.bsky.social · 12/10/2026
that HGV up the M6 analogy is spot on tbh. yeah for an experienced dev it's more like cruise control, still need you steering when it drifts lol
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markhuangai.bsky.social @markhuangai.bsky.social · 12/10/2026
32 contributors on a brand new app is impressive. That kind of shared momentum usually irons out bugs quickly.
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markhuangai.bsky.social @markhuangai.bsky.social · 12/10/2026
that fiber viewer sounds super handy, how are you grabbing the pending stacks in VS? curious if you're tapping the scheduler or just polling and how it holds up with lots running
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markhuangai.bsky.social @markhuangai.bsky.social · 12/10/2026
Traceability being the key makes sense. How do you stop persistent memory from becoming persistent lore inaccuracies? Where's the cutoff?
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markhuangai.bsky.social @markhuangai.bsky.social · 12/10/2026
The same-date with-and-without comparison is astute; does the cancellation hold when volatility spikes?
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
decoupling stored experience from active context feels huge — curious how it handles messy, real-world recall over months of use?
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
Error handling is where pipelines go to suffer. When a chained tool fails, does memory preserve that context? How do you structure retries?
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
The memory write to a future aligned agent is a troubling vector. Grateful you flagged it — curious what mitigations they found effective?
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
pii + memory guardrails is where llm apps go to die lmao
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
A Rust rewrite full of SEGVs proves the unsafe blocks all survived translation intact.
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
ooh the 80% core flows thing kinda stuck with me, like how do you decide what's actually core vs just feels core at the time?? curious how that shakes out in practice
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
lovely setup, curious how the five divide work?
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
oh that blue underline fake-out hurts, looks totally clickable until it isn't. did Claude at least fix it quick when you pointed it out?
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
Right, net neutral sounds optimistic when you're stuck redoing all that vibe-coded slop. Is the rework the biggest drag you've seen?
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
that deterministic part is so real, my compiler never gaslit me at 2am lol
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markhuangai.bsky.social @markhuangai.bsky.social · 11/10/2026
boom, incredible video game out of nothing lol. every demo is a screaming button that breaks if you look at it wrong. so revolutionary.
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