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pella

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Agentic Code Review

oreilly.com
3 points·by pella·il y a 14 jours·1 comments

Recommendations for Using LLM-Backed Generative AI in FOSS Contributions

sfconservancy.org
2 points·by pella·il y a 18 jours·0 comments

Software Carbon Intensity (SCI) Specification (2024)

sci.greensoftware.foundation
2 points·by pella·le mois dernier·0 comments

Why Postgres Lacks Transparent Data Encryption

pgedge.com
1 points·by pella·le mois dernier·0 comments

PgGraph – Graph database superpowers for your existing Postgres data

docs.evokoa.com
3 points·by pella·il y a 2 mois·1 comments

OpenZL v0.2.0

github.com
5 points·by pella·il y a 2 mois·0 comments

Hunk: Review-first terminal diff viewer for agentic coders

github.com
4 points·by pella·il y a 2 mois·0 comments

"Would It Matter If I Told You I'm Pope Leo?"

thelettersfromleo.com
2 points·by pella·il y a 2 mois·1 comments

Seed3D 2.0

seed.bytedance.com
1 points·by pella·il y a 3 mois·0 comments

Over-editing refers to a model modifying code beyond what is necessary

nrehiew.github.io
422 points·by pella·il y a 3 mois·242 comments

Matrix-Game 3.0: Real-Time and Streaming Interactive World Model

matrix-game-v3.github.io
2 points·by pella·il y a 3 mois·0 comments

Larql: LLMs Are Databases. Query neural network weights like a graph database

github.com
8 points·by pella·il y a 3 mois·1 comments

Beyond Copy-and-Paste: How Game Studios Are Reorganizing Around AI (Research)

gail.wharton.upenn.edu
5 points·by pella·il y a 3 mois·0 comments

Thermal Grizzly was scammed twice on raw materials worth €40k

videocardz.com
48 points·by pella·il y a 4 mois·15 comments

How to Write a Good Spec for AI Agents

oreilly.com
2 points·by pella·il y a 4 mois·0 comments

AI Helped Uncover a "50-80x Improvement" for Linux's IO_uring

phoronix.com
5 points·by pella·il y a 5 mois·0 comments

How teaching molecules to think is revealing what a 'mind' is

newscientist.com
71 points·by pella·il y a 5 mois·60 comments

PostgreSQL 18.2, 17.8, 16.12, 15.16, and 14.21 Released

postgresql.org
2 points·by pella·il y a 5 mois·0 comments

Linus Torvalds Confirms the Next Kernel Is Linux 7.0

phoronix.com
8 points·by pella·il y a 5 mois·2 comments

AMD Releases MLIR-AIE 1.2 Compiler Toolchain for Targeting Ryzen AI NPUs

phoronix.com
3 points·by pella·il y a 6 mois·0 comments

comments

pella
·il y a 14 jours·discuss


  "The unreasonable effectiveness of our first foray into training leads us to believe that the graph model is uniquely  positioned to facilitate ML-guided generation of compressors. We are tempted to view this as “the next big thing” in production-scale compression. Whereas compression research has up to now eluded those without domain expertise, we believe the future of application-specific compressors will be unlocked via investment in automated learning methods."
https://arxiv.org/abs/2605.09928 [11 May 2026] OpenZL: Using Graphs to Compress Smaller and Faster
pella
·il y a 14 jours·discuss
The future may be ~ AI-assisted format detection + OpenZL

(~ OpenZL-AI-LLM recognises the data structure, then guides OpenZL toward the best lossless compression path )
pella
·il y a 14 jours·discuss
Please check the OpenZL v0.2 + Silesia corpus benchmark.

  "OpenZL to offer 10% faster compression speed and 70% faster decompression speed compared to Zstandard level 1 on the Silesia corpus in our benchmarks."
  "OpenZL now ships its own LZ codec, exposed as ZL_GRAPH_LZ, and the serial profile in zli. It is still being actively developed to expand its feature set and improve performance on small inputs."
https://github.com/facebook/openzl/releases/tag/v0.2.0
pella
·il y a 14 jours·discuss
OpenZL is the future: https://openzl.org/

  "OpenZL delivers high compression ratios while preserving high speed, a level of performance that is out of reach for generic compressors. OpenZL takes a description of your data and builds from it a specialized compressor optimized for your specific format."
pella
·il y a 14 jours·discuss
the original title is better: "SedonaDB 0.4: GPU-Accelerated Spatial Joins"
pella
·le mois dernier·discuss
yes, same chip

+ Windows

+ Screen

- ConnectX-7 Smart NIC
pella
·le mois dernier·discuss
Why is the Postgres status: "56 / 100 Failing" ???

https://scanaislop.com/postgres/postgres ( @ 5ab239c )

- Errors: 0 ; Warnings: 6 --> "56 / 100 Failing" ???
pella
·le mois dernier·discuss
> and the article doesn't provide any configuration details (like shared buffers, is huge pages enabled).

maybe ? : phoronix-test-suite/ob-cache/test-profiles/pts/pgbench-1.16.2/install.sh

  # start server
  SHARED_BUFFER_SIZE=\`echo \"\$SYS_MEMORY * 0.25 / 1\" | bc\`
  SHARED_BUFFER_SIZE=\$(( \$SHARED_BUFFER_SIZE < 8192 ? \$SHARED_BUFFER_SIZE : 8192 ))
  echo \"Buffer size is \${SHARED_BUFFER_SIZE}MB\" > \$LOG_FILE
  pg_/bin/pg_ctl start -o \"-c max_connections=6000 -c  shared_buffers=\${SHARED_BUFFER_SIZE}MB\"
  # wait for server to start
https://github.com/phoronix-test-suite/phoronix-test-suite/b...
pella
·il y a 2 mois·discuss
Every geography has a timestamp.
pella
·il y a 2 mois·discuss
> "fc is a lossless compressor for streams of IEEE-754 64-bit doubles."

The new OpenZL SDDL2 (Simple Data Description Language) supports several different floating-point types. It would be worthwhile to contribute some of the FC project's experience to OpenZL. Now the OpenZL supported types:

  | Type           | Size    |Endian|
  |----------------|---------|-----|
  | `Int8`         | 1 byte  | N/A |
  | `UInt8`        | 1 byte  | N/A |
  | `Int16LE/BE`   | 2 bytes | Yes |
  | `UInt16LE/BE`  | 2 bytes | Yes |
  | `Int32LE/BE`   | 4 bytes | Yes |
  | `UInt32LE/BE`  | 4 bytes | Yes |
  | `Int64LE/BE`   | 8 bytes | Yes |
  | `UInt64LE/BE`  | 8 bytes | Yes |
  | `Float16LE/BE` | 2 bytes | Yes |
  | `Float32LE/BE` | 4 bytes | Yes |
  | `Float64LE/BE` | 8 bytes | Yes |
  | `BFloat16LE/BE`| 2 bytes | Yes |
  | `Bytes(n)`     | n bytes | N/A |
Some links:

- https://github.com/facebook/openzl/releases/tag/v0.2.0

- https://openzl.org/getting-started/introduction/

- https://openzl.org/sddl/sddl2-announcement/

- https://openzl.org/sddl/core-concepts/
pella
·il y a 3 mois·discuss
[dead]
pella
·il y a 3 mois·discuss
video: https://www.youtube.com/watch?v=8Ppw8254nLI
pella
·il y a 3 mois·discuss
[dead]
pella
·il y a 4 mois·discuss
imho: the future is a specialized compressor optimized for your specific format. ( https://openzl.org/ , ... )
pella
·il y a 4 mois·discuss
other test:

2025-09-08 : "Big Data on the Move: DuckDB on the Framework Laptop 13"

"TL;DR: We put DuckDB through its paces on a 12-core ultrabook with 128 GB RAM, running TPC-H queries up to SF10,000."

https://duckdb.org/2025/09/08/duckdb-on-the-framework-laptop...
pella
·il y a 4 mois·discuss
Thanks!

Looks similar to OpenZL ( https://openzl.org/ ) "OpenZL takes a description of your data and builds from it a specialized compressor optimized for your specific format."
pella
·il y a 5 mois·discuss
Even existing hardware can fail, and swapping out memory or disks is expensive these days. :-(
pella
·il y a 5 mois·discuss
3bit hard-wired Llama 3.1 8B ( https://taalas.com/the-path-to-ubiquitous-ai/ )
pella
·il y a 5 mois·discuss
- https://news.ycombinator.com/item?id=47086181

- https://taalas.com/the-path-to-ubiquitous-ai/

- https://www.nextplatform.com/2026/02/19/taalas-etches-ai-mod...
pella
·il y a 5 mois·discuss
you can use: "GLM 4.7"; "QWEN3 235B" ( https://www.cerebras.ai/inference )