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Building with AI: Kalan Chan on building Sourcegraph's Cody
AI enables software engineers to build tools that can help them write code faster and more accurately. Kalan Chan, Software engineer at Sourcegraph, joins Anton to discuss how Sourcegraph is building Cody, a coding assistant that lives in your IDE.
Kalan Chan works on Cody at x.com/Sourcegraph
00:00 - intro
02:00 - what is Cody
02:51 - Cody use cases
03:51 - integrating code search with an LLM
09:12 - figuring out relevance
10:47 - guardrails
12:25 - cody's prompt
14:48 - prompt structure
15:25 - evals
18:10 - human labeling tools
19:35 - catching regressions
21:56 - Cody's unique UI
27:40 - instruction retrieval
29:20 - simple over complex
30:00 - self hosted models
32:55 - experimentation
34:40 - advice to new builders in AI
Full transcript at studios.trychroma.com/kalan-on-sourcegraph-cody
Переглядів: 175

Відео

SF DataFusion Meetup - September 2024
Переглядів 83День тому
SF DataFusion Meetup - September 2024
Building with AI: Bryan Helmig on Zapier
Переглядів 2782 місяці тому
AI lets us build automations which we could never have built through traditional programming. Because AI is able to process unstructured information in a common sense way, a whole new class of tasks can now be automated for the first time. AI is also empowering; because the main interface to AI is natural language, anyone can build automations without any programming experience. Bryan Helmig, c...
Building with AI: Alex Graveley on Copilot and Minion
Переглядів 2893 місяці тому
Alex - x.com/alexgraveley Anton - x.com/atroyn 00:00 - intro 03:38 - copilot 05:04 - minion 09:24 - the core loop of minion 14:19 - vector programs 16:38 - prompting techniques 19:00 - fine-tuning and generalization 21:20 - model "knowing its done" 23:28 - what can LLMs do 24:19 - reasoning and fine-tuning 28:08 - how copilot was iteratively improved 31:30 - just try things 32:45 - intention vs...
Building with AI: Rahul Sonwalkar on Julius
Переглядів 2 тис.4 місяці тому
Links and Chapters below: Rahul on X (Twitter) - x.com/0interestrates Julius - julius.ai/ 0:30 - intro 1:37 - get llms to write code 4:56 - tool-use in practice 8:20 - concepting a LLM calendar app 11:09 - building julius 15:32 - on GPT wrappers 19:08 - building things users want 19:55 - how to hack tool use 23:14 - data cleaning as a tool example 26:10 - using telemetry to improve julius 27:37...
Building with AI: Flo Crivello on Lindy.ai
Переглядів 1,2 тис.5 місяців тому
Links and Chapters below: Flo Crivello on X (Twitter) - x.com/Altimor Lindy.ai - www.lindy.ai/ 00:00 - Introduction 02:44 - prompting poor mans RLHF 05:30 - AI self critique 08:20 - mental model for AI 09:00 - can’t self correct 10:45 - using LLMs as classifiers 12:55 - when will users trust AI 14:32 - power of k-shot examples 16:25 - buildtime vs runtime 18:27 - conditional branching and cost ...
Distributed Architecture | Community Town Hall
Переглядів 465Рік тому
Hammad Bashir discusses Chroma's distributed architecture
Chroma Hacker in Residence: Peter Solimne
Переглядів 153Рік тому
Meet Peter Solimine, Chroma Hacker in Residence, Summer 2023 Peter built AgentWorld (github.com/petersolimine/AgentWorld), a unique, open-source multi-agent game/simulation environment, underpinned by a language model acting as the game engine. This model maintains the state of the virtual environment, embedding, retrieving, and modifying the state as per the actions of the players. We talk abo...
Chroma Hacker in Residence: Justin Liang
Переглядів 113Рік тому
Meet Justin Liang, Chroma Hacker in Resident, Summer 2023 Justin built embeddings.dev, github.com/justinliang1020/embedding-dev an easy-to-use, open-source tool for comparing retrieval results using different embedding models. We talk about Justin's experiences building for AI, what motivated him to build embeddings.dev, and what the future of retrieval and AI might look like.
Community Town Hall: Open Source
Переглядів 145Рік тому
In this video we discuss Chroma's approach to open source as well as share a few highlights from community members. 00:00 - Intro 01:00 - Why Open Source 08:04 - Chroma's Open Source process 24:22 - Chroma's Roadmap 30:48 - Tim Carambat discusses VectorAdmin 39:22 - Trayan Azarov discusses adding Auth in Chroma 48:55 - Q&A