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    2,382 blog available in the DeepSeek directory

    Articles, tutorials, and deep dives on this AI platform — from getting-started guides to advanced techniques and real-world use cases.

    Dev Opportunity Radar #21: $500K Y Combinator Funding, Bolt Builders Week, and AI Safety Research Residencydiscuss

    Dev Opportunity Radar #21: $500K Y Combinator Funding, Bolt Builders Week, and AI Safety Research Residency

    TL;DR Welcome back to Dev Opportunity Radar! This is a weekly series where I share opportunities,...

    H
    Hemapriya Kanagala
    Congrats to the Hacktoberfest Open-Source AI Challenge: Touch Grass Winners!devchallenge

    Congrats to the Hacktoberfest Open-Source AI Challenge: Touch Grass Winners!

    We are so excited to announce the winners of the Hacktoberfest Open-Source AI Challenge: Touch...

    J
    Jem
    Do Drafters Work on Small Models? Gemma 4 E2B and E4B on Two Small GPUsgemma

    Do Drafters Work on Small Models? Gemma 4 E2B and E4B on Two Small GPUs

    Yes. Speculative decoding with Google's 59 MB QAT multi-token prediction (MTP) drafters speeds up Gemma 4 E4B 1.72x and E2B 1.40x on an 8 GB RTX 3050, and 1.49x and 1.18x on a 4 GB laptop GTX 1650 Ti, served by llama.cpp one request at a time, with unchanged GSM8K and BFCL scores.

    X
    xbill
    Building Production-Ready Open-Weights AI Agents with Gemma, Google ADK, and Cloud Run GPUsgooglecloud

    Building Production-Ready Open-Weights AI Agents with Gemma, Google ADK, and Cloud Run GPUs

    How I designed, connected, scaled, governed, evaluated, and QLoRA fine-tuned an enterprise SecOps & FinOps agent on Google Cloud.

    R
    Robina Mirbahar
    Don't Assume Your Cloud T4 Runs at Spec: Gemma 4 Decode Falls 7% as the Card Warmsnvidia

    Don't Assume Your Cloud T4 Runs at Spec: Gemma 4 Decode Falls 7% as the Card Warms

    The same Tesla T4 on the same Google Cloud VM decoded Gemma 4 E2B at 115 tokens/s at 45 °C and 107 at 77 °C. The card sits at its 70 W limit, a hotter chip draws more power at the same clock, so the clock drops. No thermal throttle fires, and no spec sheet mentions it.

    X
    xbill
    [AI in Practice] Upgrading from Gemini 3.5/3.6 to Gemini 4 Argon: Migration Notes and Pitfalls for LINE Bot Developersai

    [AI in Practice] Upgrading from Gemini 3.5/3.6 to Gemini 4 Argon: Migration Notes and Pitfalls for LINE Bot Developers

    Background I have a LINE Bot that I use every day, linebot-helper-python. I use it daily...

    E
    Evan Lin
    What was your win this week?!weeklyretro

    What was your win this week?!

    👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small...

    J
    Jess Lee
    Building ora-tui with Google Antigravity & Gemini 4 Argon: An MS-DOS Retro TUI & OpenTelemetry Exporter for Oracle RAC, DB & SAN Multipathoracle

    Building ora-tui with Google Antigravity & Gemini 4 Argon: An MS-DOS Retro TUI & OpenTelemetry Exporter for Oracle RAC, DB & SAN Multipath

    How I pair-programmed with Google Antigravity powered by Gemini 4 Argon to build a zero-dependency Go TUI and OpenTelemetry/Prometheus observability stack for Oracle Databases and Linux SAN storage.

    M
    Mario Ezquerro
    DuckLess: serverless DuckDB on Google Cloud, in your own projectduckdb

    DuckLess: serverless DuckDB on Google Cloud, in your own project

    Serverless DuckDB on Google Cloud, in your own project. Files on GCS, tables in BigQuery (read and write), what I measured, and what I learned.

    M
    Mazlum Tosun
    Local image generation with llamadart for the Llama Village storybooktutorial

    Local image generation with llamadart for the Llama Village storybook

    Beyond chat with llamadart · Part 4 Dash missed it. Pip’s scarf is by the pond, and all he has is...

    J
    Jhin Lee
    Your AI Agent Just Got a Passport: Agent Identity on Google Cloud and the Redeploy Trap Nobody Talks Aboutai

    Your AI Agent Just Got a Passport: Agent Identity on Google Cloud and the Redeploy Trap Nobody Talks About

    Why your agents need their own identity Most teams run every AI agent under one shared...

    K
    Karthigayan Devan
    Six Months After Cloud Next ‘26: A Builder’s Tour of the Gemini Enterprise Agent Platformgooglecloud

    Six Months After Cloud Next ‘26: A Builder’s Tour of the Gemini Enterprise Agent Platform

    What actually shipped across Build, Scale, Govern, and Optimize — and what I'd tell a team starting...

    J
    Jonathan Zhuo
    Cómo construí ora-tui: Un gestor en consola (TUI) en Go sin dependencias para Oracle RAC y Single Instancego

    Cómo construí ora-tui: Un gestor en consola (TUI) en Go sin dependencias para Oracle RAC y Single Instance

    Descubre cómo diseñar una interfaz TUI en Go con marcos Unicode (┌─┐ / ╔═╗), auto-descubrimiento de clusters Oracle RAC y flujos de mantenimiento guiados por flechas sin depender de Oracle Instant Client.

    M
    Mario Ezquerro
    Gemma 4 on a Used 8 GB RTX 3050: 116 Tokens/s for One User, 618 for 64gemma

    Gemma 4 on a Used 8 GB RTX 3050: 116 Tokens/s for One User, 618 for 64

    Gemma 4 E2B and E4B on a used RTX 3050 OEM in an old desktop, step by step: single-user speed, the full 131k context, concurrency, answer quality, and how it compares on price with laptop GPUs, ARM laptops, a T4 and a TPU v5e.

    X
    xbill
    Requests, Promises, Assertions, and Declarations: Rewriting Our AI Agent Workflow as a 1986 'Committed Speech' Machineai

    Requests, Promises, Assertions, and Declarations: Rewriting Our AI Agent Workflow as a 1986 'Committed Speech' Machine

    Why do 200-line agent prompts, Asimov's Three Laws, and sequential pre-landing checklists all fail the same way? How Fernando Flores's 1986 Committed Speech, Nuel Belnap's 1977 4-Valued Logic, and Tony Hoare's 1978 CSP turned our Makefile and init.d workflow into a self-healing Commitment Machine.

    R
    Randal L. Schwartz
    A Data Company in an AI Worldai

    A Data Company in an AI World

    Anekha Sokhal spent nearly a decade trading energy derivatives at JP Morgan, then came to the US on a...

    K
    Kara Silverman
    The AI Data Paradox: The Safer You Make the Data, the Worse the AI Getsai

    The AI Data Paradox: The Safer You Make the Data, the Worse the AI Gets

    AI engineers spend enormous amounts of time tweaking small things to achieve bigger gains. Energy is...

    T
    Tom Fairey
    An Agent’s Plan Isn’t Permissionai

    An Agent’s Plan Isn’t Permission

    When a coding agent investigates a production bug, it might need to read a repository, query logs,...

    D
    dev.to staff
    Inside the $30-a-Week Self-Improving Agents Eliminating Enterprise Back-Office Frictionai

    Inside the $30-a-Week Self-Improving Agents Eliminating Enterprise Back-Office Friction

    In the high-stakes world of enterprise AI engineering, the default assumption is that reliability...

    K
    Kara Silverman
    Building Better Agents through End-to-End Evalsai

    Building Better Agents through End-to-End Evals

    Deeply understand the task at hand The biggest mistake teams make with agents is...

    R
    Ryan Stevens
    Your Financial Agent Passed Every Eval. Can You Defend Its Decision?ai

    Your Financial Agent Passed Every Eval. Can You Defend Its Decision?

    In audit, the opinion is the product, and an opinion is only as good as its basis. Being right isn’t...

    A
    Anirudh Veeraragavan
    Memory Isn’t Learning: Why AI Agents Keep Making the Same Mistakesai

    Memory Isn’t Learning: Why AI Agents Keep Making the Same Mistakes

    Have you ever told your AI agent something important, only to realize a few conversations later that...

    S
    Sparsh Jain
    Nobody’s winning the AI race yetai

    Nobody’s winning the AI race yet

    By Ryan Swift Yesterday, Google finally released its Gemini 4 Argon model for public use. It’s...

    R
    Ryan Swift
    Operational intelligence is sociotechnicalai

    Operational intelligence is sociotechnical

    A scan of the Slack channels for a recent private equity deployment of Clonal (our operational...

    S
    Spencer Pitman
    ...

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