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Sharath

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Systems Blueprint: ReA-Bench: Benchmarking Responsible Agent Auditing

Systems Blueprint: ReA-Bench: Benchmarking Responsible Agent Auditing

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2 min read

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DIY Guide: Self-hosted Sentry: where the 16 GB actually goes (measured)

DIY Guide: Self-hosted Sentry: where the 16 GB actually goes (measured)

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2 min read
Systems Blueprint: Can an AI Agent Be Epistemically Akratic? Higher-Order Evidence & the Limits of Self-Correction

Systems Blueprint: Can an AI Agent Be Epistemically Akratic? Higher-Order Evidence & the Limits of Self-Correction

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3 min read
DIY Guide: From Subscriptions to Self-Hosting: Let an AI Agent Manage Your Home Server

DIY Guide: From Subscriptions to Self-Hosting: Let an AI Agent Manage Your Home Server

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3 min read
Tech & AI Synthesis: Experience-Handoff Reinforcement Learning for Recursive Self-Improvement

Tech & AI Synthesis: Experience-Handoff Reinforcement Learning for Recursive Self-Improvement

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3 min read
Market Intelligence: SEC Issues Exemptive Relief from Treasury Clearing Requirements for Certain Inter-Affiliate and Non-U.S. Repo Transactions

Market Intelligence: SEC Issues Exemptive Relief from Treasury Clearing Requirements for Certain Inter-Affiliate and Non-U.S. Repo Transactions

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3 min read
Tech & AI Synthesis: Teaching a 135M-Parameter Model to Summarize with RLHF: SFT, Reward Modelling, PPO and DPO from…

Tech & AI Synthesis: Teaching a 135M-Parameter Model to Summarize with RLHF: SFT, Reward Modelling, PPO and DPO from…

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3 min read
Market Intelligence: Chicago Fed's Goolsbee says central bank 'has definitely got work to do' on inflation

Market Intelligence: Chicago Fed's Goolsbee says central bank 'has definitely got work to do' on inflation

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3 min read
DIY Guide: G-STAR: Group-Scaled Token Capacity for Deeply Compressed Autoregressive Generation

DIY Guide: G-STAR: Group-Scaled Token Capacity for Deeply Compressed Autoregressive Generation

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2 min read
Tech & AI Synthesis: I Ran the Full RLHF Pipeline on a Free GPU, Then Pitted PPO Against DPO

Tech & AI Synthesis: I Ran the Full RLHF Pipeline on a Free GPU, Then Pitted PPO Against DPO

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3 min read
Tech & AI Synthesis: GTAGym: Real AAA Game Tasks Environment for Evaluation and Reinforcement Learning

Tech & AI Synthesis: GTAGym: Real AAA Game Tasks Environment for Evaluation and Reinforcement Learning

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3 min read
Market Intelligence: Alibaba announces plans to list T-Head, its Nvidia chip rival

Market Intelligence: Alibaba announces plans to list T-Head, its Nvidia chip rival

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3 min read
DIY Guide: Day 4: Optimizing Model Weights — Quantization Basics (GGUF, AWQ) for Efficient Inference

DIY Guide: Day 4: Optimizing Model Weights — Quantization Basics (GGUF, AWQ) for Efficient Inference

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2 min read
Market Intelligence: In a policy switch, the Fed says its October 2027 meeting will not see a vote on interest rates

Market Intelligence: In a policy switch, the Fed says its October 2027 meeting will not see a vote on interest rates

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3 min read
DIY Guide: Is Netdata Worth Self-Hosting on a Home Server? 3-Year Cost of Netdata Open Source vs Netdata Cloud vs Datadog

DIY Guide: Is Netdata Worth Self-Hosting on a Home Server? 3-Year Cost of Netdata Open Source vs Netdata Cloud vs Datadog

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6 min read
DIY Guide: Your Own Speech-to-Text Server: Faster Than Typing, Private by Default

DIY Guide: Your Own Speech-to-Text Server: Faster Than Typing, Private by Default

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5 min read
Systems Blueprint: Spikes vs Attention: Where Neuromorphic Chips Actually Save Energy

Systems Blueprint: Spikes vs Attention: Where Neuromorphic Chips Actually Save Energy

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5 min read
Systems Blueprint: One Omni Model, Two GGUF Files: What LFM3-Omni-2B Really Costs in RAM, from the Tensor Headers Up

Systems Blueprint: One Omni Model, Two GGUF Files: What LFM3-Omni-2B Really Costs in RAM, from the Tensor Headers Up

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6 min read
DIY Guide: llm-compressor for vLLM: The FP8/AWQ Deployment Tradeoff

DIY Guide: llm-compressor for vLLM: The FP8/AWQ Deployment Tradeoff

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5 min read
DIY Guide: Self-Hosted Isn’t the Same as Owned, So I Built My Own Notes App

DIY Guide: Self-Hosted Isn’t the Same as Owned, So I Built My Own Notes App

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2 min read
DIY Guide: Complete Meeting Transcription at Home: faster-whisper + Ollama + Nomily (BYOD)

DIY Guide: Complete Meeting Transcription at Home: faster-whisper + Ollama + Nomily (BYOD)

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3 min read
Systems Blueprint: I Attacked a Real LLM Agent With Hidden Text. Here's What It Did (Free Kaggle Notebooks)

Systems Blueprint: I Attacked a Real LLM Agent With Hidden Text. Here's What It Did (Free Kaggle Notebooks)

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2 min read
DIY Guide: D3 Decision Models: Build Fast, Multimodal AI Applications Locally with vLLM

DIY Guide: D3 Decision Models: Build Fast, Multimodal AI Applications Locally with vLLM

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2 min read
Systems Blueprint: AI Is More Than LLMs: The 70-Year Story From Turing to Agent

Systems Blueprint: AI Is More Than LLMs: The 70-Year Story From Turing to Agent

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2 min read
Systems Blueprint: Does Hindsight memory actually change agent behavior? I tested it

Systems Blueprint: Does Hindsight memory actually change agent behavior? I tested it

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2 min read
Systems Blueprint: Building an AI for hard conversations: five agents, one safety regex, and a supervisor who graded us blind

Systems Blueprint: Building an AI for hard conversations: five agents, one safety regex, and a supervisor who graded us blind

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2 min read
Tri-Hybrid Architecture Deep Dive: Liquid AI's LFM3-1.7B, Sub-Millisecond Convolutions, and 256K Context on Edge Silicon

Tri-Hybrid Architecture Deep Dive: Liquid AI's LFM3-1.7B, Sub-Millisecond Convolutions, and 256K Context on Edge Silicon

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7 min read
Research Synthesis: Inside the Architectures of Open-Source LLMs: Attention, MoE, Hybrid Layers and Quantization

Research Synthesis: Inside the Architectures of Open-Source LLMs: Attention, MoE, Hybrid Layers and Quantization

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2 min read
DIY Private AI Agent Gateway: Building a Resilient Semantic Router for Local Coding Models

DIY Private AI Agent Gateway: Building a Resilient Semantic Router for Local Coding Models

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3 min read
DIY Self-Hosting 35B+ Reasoning LLMs with NVFP4 Quantization and vLLM

DIY Self-Hosting 35B+ Reasoning LLMs with NVFP4 Quantization and vLLM

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3 min read
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