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pella

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Submissions

Agentic Code Review

oreilly.com
3 points·by pella·14 days ago·1 comments

Recommendations for Using LLM-Backed Generative AI in FOSS Contributions

sfconservancy.org
2 points·by pella·18 days ago·0 comments

Software Carbon Intensity (SCI) Specification (2024)

sci.greensoftware.foundation
2 points·by pella·last month·0 comments

Why Postgres Lacks Transparent Data Encryption

pgedge.com
1 points·by pella·last month·0 comments

PgGraph – Graph database superpowers for your existing Postgres data

docs.evokoa.com
3 points·by pella·2 months ago·1 comments

OpenZL v0.2.0

github.com
5 points·by pella·2 months ago·0 comments

Hunk: Review-first terminal diff viewer for agentic coders

github.com
4 points·by pella·2 months ago·0 comments

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

thelettersfromleo.com
2 points·by pella·2 months ago·1 comments

Seed3D 2.0

seed.bytedance.com
1 points·by pella·3 months ago·0 comments

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

nrehiew.github.io
422 points·by pella·3 months ago·242 comments

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

matrix-game-v3.github.io
2 points·by pella·3 months ago·0 comments

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

github.com
8 points·by pella·3 months ago·1 comments

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

gail.wharton.upenn.edu
5 points·by pella·3 months ago·0 comments

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

videocardz.com
48 points·by pella·4 months ago·15 comments

How to Write a Good Spec for AI Agents

oreilly.com
2 points·by pella·4 months ago·0 comments

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

phoronix.com
5 points·by pella·5 months ago·0 comments

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

newscientist.com
71 points·by pella·5 months ago·60 comments

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

postgresql.org
2 points·by pella·5 months ago·0 comments

Linus Torvalds Confirms the Next Kernel Is Linux 7.0

phoronix.com
8 points·by pella·5 months ago·2 comments

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

phoronix.com
3 points·by pella·6 months ago·0 comments

comments

pella
·14 days ago·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
·14 days ago·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
·14 days ago·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
·14 days ago·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
·14 days ago·discuss
the original title is better: "SedonaDB 0.4: GPU-Accelerated Spatial Joins"
pella
·last month·discuss
yes, same chip

+ Windows

+ Screen

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

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

- Errors: 0 ; Warnings: 6 --> "56 / 100 Failing" ???
pella
·last month·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
·2 months ago·discuss
Every geography has a timestamp.
pella
·2 months ago·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
·3 months ago·discuss
[dead]
pella
·3 months ago·discuss
video: https://www.youtube.com/watch?v=8Ppw8254nLI
pella
·3 months ago·discuss
[dead]
pella
·4 months ago·discuss
imho: the future is a specialized compressor optimized for your specific format. ( https://openzl.org/ , ... )
pella
·4 months ago·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
·4 months ago·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
·5 months ago·discuss
Even existing hardware can fail, and swapping out memory or disks is expensive these days. :-(
pella
·5 months ago·discuss
3bit hard-wired Llama 3.1 8B ( https://taalas.com/the-path-to-ubiquitous-ai/ )
pella
·5 months ago·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
·5 months ago·discuss
you can use: "GLM 4.7"; "QWEN3 235B" ( https://www.cerebras.ai/inference )