PerplexityBlog
1,601 blog available in the Perplexity directory
Articles, tutorials, and deep dives on this AI platform — from getting-started guides to advanced techniques and real-world use cases.
weeklyretroWhat was your win this week!?
👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small...
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Jess Lee
eventsinyourcityClaude on Google Cloud workshop | NYC | 9/30
On Wednesday, September 30, Anthropic and Google Cloud are co-hosting a hands-on developer workshop...
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Jen Harvey
opensourceBuilding File4Base: The Modern, Open-Source Alternative to old file bases (Powered by Antigravity)
For decades, platforms like Claris FileMaker, Microsoft Access, and 4D enabled businesses to build...
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Mario Ezquerro
aiThis video is about how this video was made
This video (the script, the voice timings, the source code, the storyboard, the briefs the subagents...
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Peter Kim Frank
devchallengeCongrats to the Summer Bug Smash Winners!
We are thrilled to announce the winners of DEV's Big Summer Bug Smash powered by Sentry! This...
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Jem
gemmaRunning a Jev-Style Decision Model on One TPU v6e: What Fits, What It Costs, and What Changes From a GPU
Gemma 4 E2B, E4B, 12B and a 26B-A4B fp8 build read by their label probabilities with vLLM on one TPU v6e chip, checked against the same read on an NVIDIA L4 and against Jev 1.13.0's published results. What fits one chip, how to read labels when vLLM on TPU returns only the top 32 log-probabilities, speed, cost, and why no 31B loads today.
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xbill
aiEquip your agent with Google Cloud best practices using google-cloud-developer plugin
Coding agents in your terminal can scaffold microservices in seconds. But what happens when your...
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Remigiusz Samborski
aiJev After Eight Days of Independent Tests: Level With Mid-Price LLMs, Behind the Frontier
What the independent measurements of TypeSafe's Jev found in its first eight days: arXiv preprints, GitHub evaluations and blog benchmarks, each traced to its primary source. Accuracy, calibration, speed, cost, failure modes, the prior art, the open alternatives, and what is still unmeasured.
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xbill
gemmaPlain Gemma 4 26B vs Jev on One EC2 L4: 2.1 Points Behind Overall, Level on Yes/No, 4.5 Behind on Multiple Choice
Plain Gemma 4 26B read by its label probabilities against DiffusionGemma's one-step read, both as community 4-bit (AWQ) builds on one EC2 L4, on 1,200 labelled examples and on the 3,880-record public suite where Jev 1.13.0 has published results. Pre-registered, with accuracy, calibration, calibration after 0 to 150 labels, latency and cost.
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xbill
devchallengeJoin the Kaggle Benchmarking Challenge: $2,500 in Prizes for FIVE Winners!
We're excited to team up with Kaggle for a brand new challenge! Running through October 11, the...
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Jem
aiDeploying LiteLLM: An Open-Source AI Gateway
LiteLLM is an open-source AI gateway that provides a unified, OpenAI-compatible API for over 100...
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Sanskriti Harmukh
GeneralDisappeared Since March: Taking a Long Break Was My Best Decision Yet
If you checked my profile recently, you probably noticed my page has been completely quiet since...
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Maame Afua A. P. Fordjour 
gemmaA 4 GB Laptop GPU vs a 6-Core CPU on Gemma 4, Re-Measured in ABBA Order: 4.1x
Gemma 4 E2B q4_0 served by llama.cpp on one laptop, CPU-only and on a GTX 1650 Ti, rebuilt on CUDA 13.4 and re-measured in CPU, GPU, GPU, CPU order with a temperature gate. The card takes decode by 4.14x, and run order moves the answer by about 2%.
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xbill
welcomeWelcome Thread - v 394
Leave a comment below to introduce yourself! You can talk about what brought you here, what you're...
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Sloan the DEV Moderator
buildinpublicI Turned DEV.to Into a Walkable 3D Library — Debugging It Has Been a Nightmare
DEV Library is my idea of first-person 3D reimagining of DEV.to. Not a themed scene with some...
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Mika Flowers
lakehouseProduction RAG on the Lakehouse with BigQuery Vector Search and Apache Iceberg
As teams rush to build with Generative AI, they're creating a dangerous chasm between their data and...
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Vo Tu Duc
claudeClaude Opus 5.5 is now available on Google Cloud
Everyday complex tasks? No problem. Opus 5.5 handles long-running coding and knowledge work while...
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Jen Harvey
gemmaGemma 4 on a Tesla T4, Part 2: The Minimum GCE VM and a Script to Drive It
Building the smallest Compute Engine VM that serves Gemma 4 E2B on one Tesla T4, installing the driver and vLLM after boot, and a walkthrough of every option in the shell script that starts, checks and queries the server.
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xbill
aiThe missing layer in AI tooling: sharing what your assistant already knows
It took my AI months to learn how I think, code, and ship. When a teammate joined the project, their...
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Uri Shmueli
webdevThe Grand Unifying Architecture of Frontend
I used to joke that the history of frontend development could be retraced by following the argument...
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Ryan Carniato
googlecloudWhat Nobody Is Using in Your Google Cloud Projects, and What It Costs
A local-first CLI that scans Google Cloud projects for unused resources, prices each one from the Cloud Billing Catalog API, and drafts the cleanup. One call per project instead of one per region, read-only by default, and a Claude Code plugin over the same engine.
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xbill
top7Top 7 Featured DEV Posts of the Week
Welcome to this week's Top 7, where the DEV editorial team handpicks their favorite posts from the...
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Jem
pythonA 16-second clock drift falsely tripped my trading bot's kill switch. A postmortem.
My PC clock ran 16 seconds ahead of the exchange. Signature validation failed, a "helpful" fallback computed equity from a paper balance, and the bot declared a 58% drawdown. No orders were sent. Here is the chain of events and the two fixes.
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Wataru Suda
dartShare State Across Dart Isolates Without Losing Your Mind: Enter shared_map
How to bypass tedious SendPort/ReceivePort plumbing and share synchronized in-memory state across Dart Isolates using the zero-dependency shared_map package.
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Randal L. Schwartz