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Cutting inference cold starts by 40x with LP, FUSE, C/R, and CUDA-checkpoint
Here is a catchy headline with an emoji:
"Turbocharging GPU Performance: 40x Faster Inference with Breakthrough Tech 🚀"
Here's a punchy paragraph combining the "What & Why" of the technology:
Modal's innovative approach slashes inference cold starts by 40x using a potent combination of Loadable Parameters (LP), Filesystem in Userspace (FUSE), Checkpoint/Restore (C/R), and CUDA checkpointing. This tech accelerates GPU performance, enabling faster and more efficient processing of machine learning models. By minimizing downtime and maximizing throughput, this breakthrough significantly boosts the practical value of GPU computing for demanding applications.
8:05 pm, May 18, 2026
guid
https://news.ycombinator.com/item?id=48183038
source_url
https://modal.com/blog/truly-serverless-gpus
author_name
charles_irl
id: 2945
uid: u9bZS
insdate: 2026-05-18 20:05:34
title: Cutting inference cold starts by 40x with LP, FUSE, C/R, and CUDA-checkpoint
additional: Here is a catchy headline with an emoji:
"Turbocharging GPU Performance: 40x Faster Inference with Breakthrough Tech 🚀"
Here's a punchy paragraph combining the "What & Why" of the technology:
Modal's innovative approach slashes inference cold starts by 40x using a potent combination of Loadable Parameters (LP), Filesystem in Userspace (FUSE), Checkpoint/Restore (C/R), and CUDA checkpointing. This tech accelerates GPU performance, enabling faster and more efficient processing of machine learning models. By minimizing downtime and maximizing throughput, this breakthrough significantly boosts the practical value of GPU computing for demanding applications.
category: Hacker News
md5:
guid: https://news.ycombinator.com/item?id=48183038
source_url: https://modal.com/blog/truly-serverless-gpus
updated:
image:
author_name: charles_irl
author_link:
uid: u9bZS
insdate: 2026-05-18 20:05:34
title: Cutting inference cold starts by 40x with LP, FUSE, C/R, and CUDA-checkpoint
additional: Here is a catchy headline with an emoji:
"Turbocharging GPU Performance: 40x Faster Inference with Breakthrough Tech 🚀"
Here's a punchy paragraph combining the "What & Why" of the technology:
Modal's innovative approach slashes inference cold starts by 40x using a potent combination of Loadable Parameters (LP), Filesystem in Userspace (FUSE), Checkpoint/Restore (C/R), and CUDA checkpointing. This tech accelerates GPU performance, enabling faster and more efficient processing of machine learning models. By minimizing downtime and maximizing throughput, this breakthrough significantly boosts the practical value of GPU computing for demanding applications.
category: Hacker News
md5:
guid: https://news.ycombinator.com/item?id=48183038
source_url: https://modal.com/blog/truly-serverless-gpus
updated:
image:
author_name: charles_irl
author_link:
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- Apple has decided to compete for creativity app users
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- Apple introduces the new iPad Air, powered by M4
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- Apple randomly closes bug reports unless you "verify" the bug remains unfixed
- Apple rejected my dictation app for using the accessibility API
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- Apple sues OpenAI, accuses ex-employees of stealing trade secrets
- Apple targets dozens of OpenAI employees with legal letters
- Apple to increase spend with Broadcom to produce billions more U.S. chips
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- Armstrong Effect
- Around 200 Stanford students walk out as Google CEO takes stage
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- Ars Technica fires reporter after AI controversy involving fabricated quotes
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- Ask HN: Academic study on AI's impact on software development – want to join?
- Ask HN: Add flag for AI-generated articles
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- Ask HN: Apple terminated our dev account over a rogue employee
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- Ask HN: Due to spam on GitHub, what platforms can I move my projects?
- Ask HN: European Tech Alternatives?
- Ask HN: Have top AI research institutions just given up on the idea of safety?
- Ask HN: How are you all staying sane?
- Ask HN: How did you land your first projects as a solo engineer/consultant?
- Ask HN: How do you handle marketing as a solo technical founder?
- Ask HN: How is AI-assisted coding going for you professionally?
- Ask HN: How to Be Alone?
- Ask HN: How to be SOC2 Type 2 compliant as a solo-entreprenuer?
- Ask HN: Is "no source code was copied" still a sufficient copyright defense?
- Ask HN: Is GitHub preparing to go behind a login wall?
- Ask HN: Is anyone experimenting with different ways of using LLMs for coding?
- Ask HN: Is anyone working at least 4 hours daily on an Apple Vision Pro?
- Ask HN: Is it just me, or is software buggier across the board?
- Ask HN: My ISP is telling my neighbors their slow internet is because of me
- Ask HN: Please restrict new accounts from posting
- Ask HN: Remember Fidonet?
- Ask HN: Share your productive usage of OpenClaw
- Ask HN: So what happened to Facebook "localhost" tracking?
- Ask HN: What Are You Working On? (July 2026)
- Ask HN: What Are You Working On? (March 2026)
- Ask HN: What are you working on? (June 2026)
- Ask HN: What are you working on? (May 2026)
- Ask HN: Who is hiring? (June 2026)
- Ask HN: Who is hiring? (March 2026)
- Ask HN: Who wants to be hired? (June 2026)
- Ask HN: Why hasn't there been a real competitor to Ticketmaster yet?
- Ask HN: Why is the HN crowd so anti-AI?
- Ask HN: Will programmers write more efficient code during the memory shortage?
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- Aspartame is not that bad?
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- Astra: An open-source observatory control software
- Astro 7.0
- Astronauts describe persistent 'observer' sensation after 6 month missions
- Astronomers Find the Edge of the Milky Way
- Astronomers find the edge of the Milky Way
- Astrophysicists Puzzle over Webb’s New Universe
- Async Programming Is Just Inject Time
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- At Protocol: Building the Social Internet
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- At long last, InfoWars is ours
- Atlassian Enables Default Data Collection to Train AI
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- Atlassian to cut roughly 1,600 jobs in pivot to AI
- Atomic Display Switching: Solving
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- Bild AI (YC W25) Is Hiring a Founding Product Engineer
- Billion-Parameter Theories
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- Biology is a Burrito: A text- and visual-based journey through a living cell
- Biscuit
- Bitburner, programming-based incremental game
- Bitcoin and quantum computing
- Bitcoin miners are losing $19,000 on every BTC produced as difficulty drops 7.8%
- Bitmap fonts make computers feel like computers again
- Bitwarden scrubs 'Always free' and 'Inclusion' values from its site
- Bjarne Stroustrup: How do I deal with memory leaks? (2022)
- Blacksky AppView
- Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE
- Blatant AI slop just won a 25k USD DeepMind Kaggle Grand Prize
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- Block the "Upgrade to Tahoe" Alerts
- Block the “Upgrade to Tahoe” Alerts
- Blocking Internet Archive Won't Stop AI, but Will Erase Web's Historical Record
- Blog ran on Ubuntu 16.04 for 10 years. I migrated it to FreeBSD
- Blogger defeats photographer's copyright claim
- Blogging can just be stating the obvious
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- Bloom (YC P26) Is Hiring
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- Boy I was wrong about the Fediverse
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- Breaking Free
- Breakthroughs for batteries could soon make them better
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- Bring Back Idiomatic Design
- Bring back crappy forums
- Bring your own Agent to MS Teams
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- Britain is ejecting hereditary nobles from Parliament after 700 years
- Britain today generating 90%+ of electricity from renewables
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- British Columbia, Time Zones, and Postgres
- Bubble Sorted Amen Break
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- Building from zero after addiction, prison, and a felony
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- Bun has an open PR adding shared-memory threads to JavaScriptCore
- Bun is being ported from Zig to Rust
- Bun's unreleased Rust port has 13,365 unsafe blocks
- Bun: cgroup-aware AvailableParallelism / HardwareConcurrency on Linux
- BunnyCDN has been silently losing our production files for 15 months
- Burnout is real for open source maintainers
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- Businesses with ugly AI menu redesigns
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- Byrne's Euclid
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- C++26 is done ISO C++ standards meeting, Trip Report
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- C64 Basic Dungeon Crawler: Goblin Attack (C64 Basic Part 8)
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- CATL's new LFP battery can charge from 10 to 98% in less than 7 minutes
- CBP Directive 3340-049B: Border Search of Electronic Devices
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- CC-Canary: Detect early signs of regressions in Claude Code
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- CEOs Who Think AI Replaces Their Employees Are Just Bad CEOs
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- CISA Admin Leaked AWS GovCloud Keys on GitHub
- CODA: Rewriting Transformer Blocks as GEMM-Epilogue Programs
- CPanel and WHM Authentication Bypass – CVE-2026-41940
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- CRDTs merge concurrent edits. Why not concurrent creation?
- CSP for Pentesters: Understanding the Fundamentals
- CSS as a Query Language
- CSS is DOOMed
- CSS-Native Parallax Effect
- CSSQuake
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- CUDA-oxide: Nvidia's official Rust to CUDA compiler
- CVE-2026-25089: FortiSandbox unauthenticated command injection added to CISA KEV
- CVE-2026-28952: Apple macOS 26.5 Kernel Vuln found by Claude
- CVE-2026-31431: Copy Fail vs. rootless containers
- CVE-2026-3888: Important Snap Flaw Enables Local Privilege Escalation to Root
- CVE-Bench: testing LLM agents on real-world vulnerability patches
- Cal.diy: open-source community edition of cal.com
- California bill would require patches or refunds when online games shut down
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- Cambodia unveils a statue of famous landmine-sniffing rat Magawa
- Can Claude Fly a Plane?
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- Can LLMs Perform Deep Technical Comprehension of Computer Architecture Papers
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- Can a wealthy family change the course of a deadly brain disease?
- Can the stockmarket swallow Anthropic, SpaceX and OpenAI?
- Can we code our way out of gentrification?
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- Can you instruct a robot to make a PBJ sandwich?
- Can you stop beans from making you gassy?
- Can't Stop the Signal. Poison It
- Canada is looking to build up to 10 new nuclear reactors over the next 15 years
- Canada plans 'nuclear renaissance' with up to 10 reactors built by 2040
- Canada to order military plane fleet from Sweden in shift from US suppliers
- Canada's bill C-22 mandates mass metadata surveillance
- Canada's bill C-22 mandates mass metadata surveillance of Canadians
- Canada’s Bill C-22 Is a Repackaged Version of Last Year’s Surveillance Nightmare
- Cancel ChatGPT AI boycott surges after OpenAI pentagon military deal
- Cannabinoids remove plaque-forming Alzheimer's proteins from brain cells
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- Cannibalism
- Canonical Under Attack
- Canvas (Instructure) LMS Down in Ongoing Ransomware Attack
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- Capability-Based Security for Redox: Namespace and CWD as Capabilities
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- Capstone – multi-platform, multi-architecture disassembly framework
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- Care homes and hotels in Japan shut as expansion strategy unravels
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- Case study: recovery of a corrupted 12 TB multi-device pool
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