Viewing profile — lgiordano_notte

Agree with this. Constraining generation with physics, legality, or even tooling limits turns the model into a search-and-validate engine instead of a word predictor. Closer to pro…

Shift feels real. LLMs don't replace devs, but they do compress the value curve. The top 10% get even more leverage, and the bottom 50% become harder to justify. What worries me is…

Cursor’s doc indexing is acc one of the few AI coding features that feels like it saves time. Embedding full doc sites, deduping nav/header junk, then letting me reference @docs in…

LLMs shift the bottleneck - becomes less about typing code, more about spotting when something’s subtly wrong. Still need real judgment just applied to different layers. The skills…

Don't think the limit is in what LLMs can evaluate - given the right context, they’re good at assessing quality. The problem is what actually gets retrieved and surfaced in the fir…

Basically treating extraction as an adaptive loop instead of a static function. If first parse fails or looks incomplete, tweak the prompt, inject more context, or switch strategie…

Pretty cool. However truly reliable, scalable LLM systems will need structured, modular architectures, not just brute-force long prompts. Think agent architectures with memory, sta…

Value isn’t just the editor, it’s the workflow. Letting LLMs plan and act across multi-step flows is a hard problem, and Windsurf figured out a dev-focused version of that. Gains t…

Really cool direction. The embedding-first + agentic verification pipeline resonates, similar pattern worked well for us in the web interaction space.

Shift isn't just about competitors gaining ground but about users increasingly bypassing traditional search entirely. Between Reddit, Perplexity, ChatGPT, and direct domain knowled…

In my experience the key friction point has been schema stability vs input variance. Had better luck treating mapping as a dynamic planning problem with retries and memory.

Agreed. Catching mismatches between doc and implementation is still valuable, just wouldn’t want people to rely on it as a safety net when the docs themselves might be inaccurate/i…

A breakdown would be interesting. I can’t give you hard numbers, but in our case scaffolding was most of the work. Getting the model to act reliably meant building structured abstr…

Curious how you're handling multi-step flows or follow-ups, seems like thats where MCP could really shine especially compared to brittle CLI scripts. We've seen similar wins with b…

LLM-based coding only really works when wrapped in structured prompts, constrained outputs, external checks etc. The systems that work well aren’t just 'LLM take the wheel' archite…

Treating docstrings as the spec and asking an LLM to flag mismatches feels promising in theory but personally I'd b wary of overfitting to underspecified docs. Might be useful as a…

If you outsource that to a model, you often end up with words but shallow or no understanding. Writing forces you to clarify your ideas. LLMs substitute genuine thinking with surfa…

Looks really cool. Curious how you're handling action abstraction? We've found that semantically parsing the DOM to extract high-level intents—like "click 'Continue'" instead of 'c…

In trying to live an intellectually rich life, there's a risk of adding too much noise. Chasing more input, more ideas, more learning. Sometimes less really is more. Depth often co…

Makes sense that verbal ability would line up more with success in CS, especially when math scores are already high across the board. A lot of programming leans on language-type sk…

funny how much the tools you first get comfortable with shape everything after. even today, setting up a simple clean c environment is way harder than it should be for beginners. t…

font licensing feels like it never caught up with how software actually gets made now. charging more for app use than for mass print always seemed backwards, especially when indie …

i wonder how granular the permissions will get though. giving model-level access to something like Gmail sounds powerful, but also like a privacy minefield if not done carefully. c…

they’re supposed to if the deviation is material. that’s what “pre-announcements” are for. but it’s a gray area unless it’s something truly drastic. a 32% QoQ drop probably qualifi…

keybase had promise early on but kinda lost the plot. the vouching system was neat in theory but never really caught on outside a small circle. the crypto stuff definitely didn’t h…