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Viv
@Vtrivedy10
applied research @LangChain Labs, prev @awscloud, phd cs @templeuniv
Joined February 2013
1.8K Following    16.4K Followers
every time a new step model step change happens or great primitive (like Jev) is released i grow more confident in the Unbundling and Rebundling theory of Agents the Harness is a box in which we put the best tooling for a given Task increasingly clear that: - there is no such thing as a universal model or harness -> there is only best for a given Task or Domain - we can rebundle tooling from multiple agents to build the best thing for our Task - Evals and Data are the most important layer -> they’re how you both measure and build the specialized the system the most dangerous builder is the one who obsessively looks at their data, ignores all other hype architecture patterns, and builds the best harness for their task by stealing the minimum + optimal set of primitives for their task yes @JayaGup10 🤝
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The Unbundling and Rebundling of Agents imo it’s incredibly underrated how important this is and other methods are that build specialized vertical capabilities that plug into harnesses Harnesses are Platforms the goal is to build the best agentic system for your task by plugging in modular components that combine to hit the key design points of accuracy, latency, cost specialized context assembly systems/models are a big part of that: - purpose built agentic search models like SWE-1.5 from @cognition and Context-1 - specialized agentic web search APIs like from @p0 - specialized subagents that do X thing well in a domain we have one notion of an agent that fully bundles all capabilities into a single model + tools to do everything but the future is probably more modular the more exciting future is Open Harness + Modular Specialized components supporting a frontier level model And there’s a an exciting opportunity for companies or open models to win a layer here like for contextual retrieval For vertical tasks, it’s clearly possible to train or harness engineer a model to be great at that task I’m excited to push the frontier of Open Harnesses that let builders plug in and orchestrate specialized layers/models for their tasks like I bet many of the vertical specific frontier agentic systems will be composed of open submodules (Context-1 style) that a frontier model (may also be open like GLM5) will orchestrate. And great companies like @PrimeIntellect will help builders create those specialized sub-modules if they don’t exist through finetuning And we’ll all benefit from lower costs and a bigger opportunity to customize for what we care about and plug that into an open harness exciting times ahead :)
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