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pella

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Agentic Code Review

oreilly.com
3 points·by pella·14 hari yang lalu·1 comments

Recommendations for Using LLM-Backed Generative AI in FOSS Contributions

sfconservancy.org
2 points·by pella·18 hari yang lalu·0 comments

Software Carbon Intensity (SCI) Specification (2024)

sci.greensoftware.foundation
2 points·by pella·bulan lalu·0 comments

Why Postgres Lacks Transparent Data Encryption

pgedge.com
1 points·by pella·bulan lalu·0 comments

PgGraph – Graph database superpowers for your existing Postgres data

docs.evokoa.com
3 points·by pella·2 bulan yang lalu·1 comments

OpenZL v0.2.0

github.com
5 points·by pella·2 bulan yang lalu·0 comments

Hunk: Review-first terminal diff viewer for agentic coders

github.com
4 points·by pella·2 bulan yang lalu·0 comments

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

thelettersfromleo.com
2 points·by pella·2 bulan yang lalu·1 comments

Seed3D 2.0

seed.bytedance.com
1 points·by pella·3 bulan yang lalu·0 comments

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

nrehiew.github.io
422 points·by pella·3 bulan yang lalu·242 comments

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

matrix-game-v3.github.io
2 points·by pella·3 bulan yang lalu·0 comments

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

github.com
8 points·by pella·3 bulan yang lalu·1 comments

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

gail.wharton.upenn.edu
5 points·by pella·3 bulan yang lalu·0 comments

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

videocardz.com
48 points·by pella·4 bulan yang lalu·15 comments

How to Write a Good Spec for AI Agents

oreilly.com
2 points·by pella·4 bulan yang lalu·0 comments

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

phoronix.com
5 points·by pella·5 bulan yang lalu·0 comments

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

newscientist.com
71 points·by pella·5 bulan yang lalu·60 comments

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

postgresql.org
2 points·by pella·5 bulan yang lalu·0 comments

Linus Torvalds Confirms the Next Kernel Is Linux 7.0

phoronix.com
8 points·by pella·5 bulan yang lalu·2 comments

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

phoronix.com
3 points·by pella·6 bulan yang lalu·0 comments

comments

pella
·14 hari yang lalu·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 hari yang lalu·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 hari yang lalu·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 hari yang lalu·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 hari yang lalu·discuss
the original title is better: "SedonaDB 0.4: GPU-Accelerated Spatial Joins"
pella
·bulan lalu·discuss
yes, same chip

+ Windows

+ Screen

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

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

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