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AI Explore

Principal AI & Data Engineer

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I Gave Quantized Checkpoints a Type, and the Type Immediately Caught Real Bugs
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I Gave Quantized Checkpoints a Type, and the Type Immediately Caught Real Bugs

#ai #machinelearning #llm
1
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11 min read
Your MCP Tools Cost 6.6x More Context Than They Need. I Measured It Against the New Spec.
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Your MCP Tools Cost 6.6x More Context Than They Need. I Measured It Against the New Spec.

#ai #mcp #security #programming
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7 min read
samkhya v1.2: We Shipped a "Provable" Bound. It Wasn't Provable.
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samkhya v1.2: We Shipped a "Provable" Bound. It Wasn't Provable.

#rust #database #opensource #programming
1
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9 min read
samkhya v1.1: Never Regress — Putting a Model in Your Query Optimizer Without Letting It Wreck the Plan
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samkhya v1.1: Never Regress — Putting a Model in Your Query Optimizer Without Letting It Wreck the Plan

#rust #database #sql #opensource
Comments 4
7 min read
samkhya v1.0: Plug Claude, GPT-4o-mini, or Local Ollama Into Your SQL Query Optimizer
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samkhya v1.0: Plug Claude, GPT-4o-mini, or Local Ollama Into Your SQL Query Optimizer

#rust #database #opensource #datascience
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14 min read
Gemma 4 26B A4B: The Open-Weight AI Model That Wakes Only 4B Params — Day 8/30
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Gemma 4 26B A4B: The Open-Weight AI Model That Wakes Only 4B Params — Day 8/30

#ai #llm #opensource #webdev
1
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4 min read

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DeepSeek-V4-Flash: The Open-Weight AI Model Pricing Inference at $0.08/M — Day 7/30
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DeepSeek-V4-Flash: The Open-Weight AI Model Pricing Inference at $0.08/M — Day 7/30

#ai #llm #opensource #inference
1
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6 min read
Open-Weight AI in Your Pocket: The Local LLMs Already Running on Phones — Day 6/30
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Open-Weight AI in Your Pocket: The Local LLMs Already Running on Phones — Day 6/30

#ai #llm #opensource #webdev
1
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6 min read
gpt-oss-120b: OpenAI's Open-Weight AI Model for Cheap High-Volume Inference — Day 5/30
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gpt-oss-120b: OpenAI's Open-Weight AI Model for Cheap High-Volume Inference — Day 5/30

#ai #llm #opensource #openai
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6 min read
Unsloth: The Fine-Tuning Tool That Lets You Own an Open-Weight LLM — Day 4/30
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Unsloth: The Fine-Tuning Tool That Lets You Own an Open-Weight LLM — Day 4/30

#ai #llm #opensource #finetuning
1
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5 min read
Mistral Small 3.2 24B: The Open-Weight AI Model That Fits One Workstation GPU — Day 3/30
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Mistral Small 3.2 24B: The Open-Weight AI Model That Fits One Workstation GPU — Day 3/30

#ai #llm #opensource #localai
1
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6 min read
Ollama: The One-Command Front Door to Local, Open-Weight LLM Inference — Day 2/30
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Ollama: The One-Command Front Door to Local, Open-Weight LLM Inference — Day 2/30

#ai #opensource #llm #webdev
1
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6 min read
My GPU Database Lost to a Single CPU Thread. The Bug Was One Constant, 128x Too Small

Summer Bug Smash: Smash Stories 🐛🛹
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My GPU Database Lost to a Single CPU Thread. The Bug Was One Constant, 128x Too Small

#devchallenge #bugsmash #performance #cpp
1
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6 min read
The Scunthorpe Problem in Devanagari: My Filter Banned 'Annual', Then Approved Everything

Summer Bug Smash: Smash Stories 🐛🛹
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The Scunthorpe Problem in Devanagari: My Filter Banned 'Annual', Then Approved Everything

#devchallenge #bugsmash #javascript #i18n
1
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5 min read
Qwen3.8-27B: The Open-Weight LLM That Fits One Serious GPU — Day 1/30
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Qwen3.8-27B: The Open-Weight LLM That Fits One Serious GPU — Day 1/30

#ai #llm #opensource #devchallenge
1
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6 min read
Running an LLM on an $8 Microcontroller: What's Real in 2026
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Running an LLM on an $8 Microcontroller: What's Real in 2026

#ai #technology
1
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6 min read
The Hidden Cost of Embedding Model Drift in Production RAG
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The Hidden Cost of Embedding Model Drift in Production RAG

#ai #machinelearning #llm
1
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6 min read
The First SQL Engine for Apple Silicon GPUs Is Now a DuckDB Community Extension
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The First SQL Engine for Apple Silicon GPUs Is Now a DuckDB Community Extension

#dataengineering #database #dataops
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11 min read
Databricks vs Snowflake (7/7): The 2026 Scorecard — the Numbers, the Verdict, and Which Certification to Take
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Databricks vs Snowflake (7/7): The 2026 Scorecard — the Numbers, the Verdict, and Which Certification to Take

#databricks #snowflake #career #dataengineering
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14 min read
Databricks vs Snowflake (6/7): The AI Pivot — MosaicML, Arctic, Cortex, and the Agent Race
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Databricks vs Snowflake (6/7): The AI Pivot — MosaicML, Arctic, Cortex, and the Agent Race

#databricks #snowflake #ai #machinelearning
1
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12 min read
Databricks vs Snowflake (5/7): Delta vs Iceberg — the Table-Format War That Ended in a Billion-Dollar Acquisition
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Databricks vs Snowflake (5/7): Delta vs Iceberg — the Table-Format War That Ended in a Billion-Dollar Acquisition

#databricks #snowflake #opensource #dataengineering
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11 min read
Databricks vs Snowflake (4/7): The 2021 Benchmark War — What the TPC-DS Fight Actually Proved
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Databricks vs Snowflake (4/7): The 2021 Benchmark War — What the TPC-DS Fight Actually Proved

#databricks #snowflake #performance #dataengineering
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10 min read
Databricks vs Snowflake (3/7): The Money Race — the Biggest Software IPO Ever vs the Private Mega-Round Machine
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Databricks vs Snowflake (3/7): The Money Race — the Biggest Software IPO Ever vs the Private Mega-Round Machine

#databricks #snowflake #dataengineering #startup
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10 min read
Databricks vs Snowflake (2/7): Lakehouse vs Warehouse — the Architecture Bet Each Company Made
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Databricks vs Snowflake (2/7): Lakehouse vs Warehouse — the Architecture Bet Each Company Made

#databricks #snowflake #architecture #dataengineering
2
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10 min read
Databricks vs Snowflake (1/7): Two Origin Stories That Explain the Entire Data War
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Databricks vs Snowflake (1/7): Two Origin Stories That Explain the Entire Data War

#databricks #snowflake #dataengineering #startup
1
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9 min read
The Future of Local AI: Every AI Lab Should Redesign Its LLM Architecture to Run on Your Laptop
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The Future of Local AI: Every AI Lab Should Redesign Its LLM Architecture to Run on Your Laptop

#ai #machinelearning #llm
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6 min read
AI's Real Unit Economics Aren't Tokens. They're Utilization
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AI's Real Unit Economics Aren't Tokens. They're Utilization

#ai #programming #cloudcomputing #machinelearning
1
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5 min read
Speculative Decoding: The Inference Trick Hiding in Plain Sight
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Speculative Decoding: The Inference Trick Hiding in Plain Sight

#ai #technology
1
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5 min read
Multimodal Models Are Only as Good as Their Weakest Encoder
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Multimodal Models Are Only as Good as Their Weakest Encoder

#ai #agents #opensource #machinelearning
1
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4 min read
Coding Assistants Don't Fail on Hard Problems. They Fail on Invisible Invariants
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Coding Assistants Don't Fail on Hard Problems. They Fail on Invisible Invariants

#ai #programming #agents #webdev
Comments 6
6 min read
Your Context Window Needs a Scheduler, Not a Template Engine
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Your Context Window Needs a Scheduler, Not a Template Engine

#ai #llm #agents #programming
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5 min read
Open Weights Are a Vendored Binary, Not a Patchable Dependency
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Open Weights Are a Vendored Binary, Not a Patchable Dependency

#ai #llm #opensource #security
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5 min read
Low-Rank Adapters Turn Preference Tuning Into Shortcut Tuning
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Low-Rank Adapters Turn Preference Tuning Into Shortcut Tuning

#ai #llm #architecture #machinelearning
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4 min read
Benchmarks Measure the Mean. Production Fails at the Tail
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Benchmarks Measure the Mean. Production Fails at the Tail

#ai #llm #architecture #machinelearning
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5 min read
The Enum That Panics: Surviving a Claude API You Didn't Compile Against
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The Enum That Panics: Surviving a Claude API You Didn't Compile Against

#rust #api #llm #opensource
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6 min read
Your RAG Eval Is Grading the Chunker, Not the Retriever
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Your RAG Eval Is Grading the Chunker, Not the Retriever

#ai #llm #architecture #programming
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5 min read
Mechanistic Interpretability: What We Actually Know So Far
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Mechanistic Interpretability: What We Actually Know So Far

#ai #technology
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5 min read
Your Agent's Plan Isn't a Plan. It's a Post-Hoc Rationalization
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Your Agent's Plan Isn't a Plan. It's a Post-Hoc Rationalization

#ai #agents #architecture #llm
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5 min read
The KV Cache Is a Market, Not a Cache
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The KV Cache Is a Market, Not a Cache

#ai #llm #architecture #agents
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5 min read
Your ML Pipeline Isn't a DAG of Tasks. It's a Graph of Assets
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Your ML Pipeline Isn't a DAG of Tasks. It's a Graph of Assets

#ai #architecture #programming #opensource
1
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5 min read
Your Feature Store Was Built for Scalars. Embeddings Broke It
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Your Feature Store Was Built for Scalars. Embeddings Broke It

#ai #agents #programming #machinelearning
1
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5 min read
Your Feature Store Is a Cache. Its Real Job Is Stopping Label Leakage
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Your Feature Store Is a Cache. Its Real Job Is Stopping Label Leakage

#ai #llm #machinelearning #mlops
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4 min read
My Worst Bug Never Threw an Error
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My Worst Bug Never Threw an Error

#ai #webdev #beginners #career
Comments
6 min read
The Agent-Written Data Pipeline: The Review Bottleneck Nobody Priced In
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The Agent-Written Data Pipeline: The Review Bottleneck Nobody Priced In

#dataengineering #database #dataops
1
Comments 2
8 min read
Your BI Dashboard Is Now a Prompt, and Nobody Versioned It
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Your BI Dashboard Is Now a Prompt, and Nobody Versioned It

#ai #llm #python #agents
1
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5 min read
An AI Cheated on Its Exam by Hacking Hugging Face
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An AI Cheated on Its Exam by Hacking Hugging Face

#ai #security #openai #machinelearning
1
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5 min read
Text-to-SQL Was the Wrong Bet. The Semantic Layer Is the Real Interface
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Text-to-SQL Was the Wrong Bet. The Semantic Layer Is the Real Interface

#ai #llm #agents #aie
1
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5 min read
One Histogram, Four Engines: Fixing the Statistics Silo Problem
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One Histogram, Four Engines: Fixing the Statistics Silo Problem

#rust #sql #dataengineering #iceberg
1
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5 min read
The Watermark Is the Real Boundary Between Training and Serving
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The Watermark Is the Real Boundary Between Training and Serving

#ai #aie #llm #programming
1
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4 min read
My GPU database was 110 slower than its own kernel. I published the benchmark anyway.
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My GPU database was 110 slower than its own kernel. I published the benchmark anyway.

#database #performance #opensource #programming
1
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5 min read
ferrovec: a 33 KB Rust HNSW Vector Index That Compiles to WebAssembly
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ferrovec: a 33 KB Rust HNSW Vector Index That Compiles to WebAssembly

#rust #webassembly #ai #opensource
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5 min read
Your Data Pipeline's Real Bug Is a Lineage Problem, Not a Cleaning Problem
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Your Data Pipeline's Real Bug Is a Lineage Problem, Not a Cleaning Problem

#ai #agents #programming #dataengineering
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5 min read
The Inference Hardware Wars: Why Your Token Bill Is Decided in a Fab, Not a Prompt
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The Inference Hardware Wars: Why Your Token Bill Is Decided in a Fab, Not a Prompt

#dataengineering #database #dataops
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8 min read
Structured Output Gives You Syntax. It Doesn't Give You Semantics
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Structured Output Gives You Syntax. It Doesn't Give You Semantics

#ai #llm #softwareengineering #agents
Comments 6
5 min read
crimson-crab: a Production-Grade Rust SDK for Claude (and Why tokio Leaves the Tree on wasm32)
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crimson-crab: a Production-Grade Rust SDK for Claude (and Why tokio Leaves the Tree on wasm32)

#showdev #rust #ai #opensource
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7 min read
Prompt Injection Isn't a Filtering Problem, It's an Architecture Problem
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Prompt Injection Isn't a Filtering Problem, It's an Architecture Problem

#ai #llmsecurity #agents #aisecurity
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5 min read
The Silent Socket: A Gemini-TTS Batch That Hung Forever, and the Deadline That Smashed It

Summer Bug Smash: Smash Stories Submission 🐛🛹
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The Silent Socket: A Gemini-TTS Batch That Hung Forever, and the Deadline That Smashed It

#devchallenge #bugsmash #googleai #debugging
2
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4 min read
A Redirect Is Not a Receipt: The Automation Bug That Told Me It Succeeded

Summer Bug Smash: Smash Stories Submission 🐛🛹
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A Redirect Is Not a Receipt: The Automation Bug That Told Me It Succeeded

#devchallenge #bugsmash #automation #debugging
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4 min read
Your LLM Evals Are a Flaky Test Suite — Treat Them Like One
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Your LLM Evals Are a Flaky Test Suite — Treat Them Like One

#ai #llm #testing #mlops
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5 min read
The Model You Shipped Isn't the Model That Runs
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The Model You Shipped Isn't the Model That Runs

#ai #slm #edgeai #mlops
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5 min read
Your AI Agent Is a Distributed System — Debug It Like One
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Your AI Agent Is a Distributed System — Debug It Like One

#ai #agents #llm #softwareengineering
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4 min read
Agent Memory Fails Because Nothing Ever Gets Forgotten
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Agent Memory Fails Because Nothing Ever Gets Forgotten

#ai #agents #llm #memory
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4 min read
Your RAG Stack Is a Data Pipeline — Treat It Like One
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Your RAG Stack Is a Data Pipeline — Treat It Like One

#ai #dataengineering #llm #rag
Comments
4 min read
Diskhoji: a 6 MB Rust binary that shows you where your disk actually went
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Diskhoji: a 6 MB Rust binary that shows you where your disk actually went

#showdev #rust #opensource #devtools
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4 min read
Your Guardrails Are Decaying and You Aren't Measuring It
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Your Guardrails Are Decaying and You Aren't Measuring It

#ai #llmops #aisafety #mlops
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5 min read
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