AWS users reported massive unexpected billing estimates (up to $595B) due to a billing console bug, causing panic and infrastructure shutdowns. The incident highlights urgent need for AWS to improve error communication and billing accuracy.
Researchers discovered the first atmosphere on an Earth-like rocky planet, LHS 1140b, in a star's habitable zone, detecting helium but noting other gases might exist, marking progress in the search for extraterrestrial life. While not confirming life, this finding, alongside studies of planets like K2-18b and TRAPPIST-1, highlights ongoing efforts to identify habitable worlds beyond our solar system.
Open-source AI models are gaining traction globally, offering cost-effective, customizable solutions across sectors like healthcare, finance, and agriculture, with growing adoption by developers and enterprises. They enable ownership, interoperability, and resilience against vendor lock-in, though challenges in operational tooling and trust persist.
Moonshot AI's Kimi K3, a 2.8T-parameter model, claims top performance in benchmarks, open weights by July 2026, and high pricing ($3/$15 per million tokens), outperforming peers in code tasks but costing 25 cents for a complex SVG generation test.
The author created a custom X server, "frame," in Assembly to replace X11, building a minimalist, efficient system with full control. This stack, alongside Rust tools, offers improved battery life, stability, and ownership, all released to the Public Domain.
Common Lisp offers native compilation, powerful REPL, and multi-paradigm support for high-performance applications; Clojure provides JVM integration, functional programming, and immutable data for scalable systems; Racket excels in language design and education with a rich IDE. Choose based on needs: CL for performance, Clojure for JVM ecosystems, Racket for DSLs and prototyping.
Consultants tackle entrenched problems, often revealing systemic issues where solutions shift, perpetuate, or create new problems due to flawed incentives. Success requires balancing problem-solving with strategic prioritization and recognizing that some issues persist because they benefit certain stakeholders.
The dashboard provides live SSH honeypot telemetry for security research, showing IPs, credentials, and commands from incoming connections. Source IPs may indicate compromised systems or bots, and displayed data includes untrusted content requiring caution.
zkao, an AI auditor, discovered a critical soundness bug (CVE-2026-46669) in OpenVM's pairing library, enabling forged pairing checks, fixed in v1.6.0. While standard LLMs failed to detect exploitable issues in complex zkVMs, zkao's context-engineered workflows successfully identified the vulnerability by simulating expert audit methods.
Frank Lloyd Wright's Oak Park Home and Studio (1889-1909) in Illinois, where he designed Prairie-style masterpieces like the Robie House, is a preserved National Historic Landmark showcasing his early architectural evolution. Restored by the Frank Lloyd Wright Trust since 1974, the site offers guided tours of his living and workspaces, reflecting his innovative design philosophy.
Emojis evolved from literal symbols to convey nuanced emotions, bridging digital communication gaps. Now in 3D, they prioritize expressive design over realism, with open-source models fostering innovation and accessibility.
Using SQLite with Django revealed performance issues resolved by `ANALYZE`, but concurrency challenges during deletions caused crashes, prompting consideration of Postgres for scalability. Despite backup efforts and small-scale success, SQLite's limitations highlight the need for better database management as projects grow.
A weekly tour of real desk setups from designers, founders, and builders. Every Saturday.
Nuclear pulse rockets use sequential nuclear detonations for propulsion, enabling massive payloads and interplanetary travel with high efficiency. However, they face political, safety, and proliferation challenges due to nuclear risks and fallout.
Study reveals asymmetric neural dynamics during attention switches in multi-talker scenarios, with transient dual speech tracking and reduced alpha power indicating cognitive effort. Lexical context resets post-switch, enhancing understanding of flexible speech processing in complex environments.
0
2026-07-17 14:02:58 UTC
ycombinator.com
Qwen
Manufact builds the MCP cloud platform for AI tool integration, used by NASA, SAP, and 5,000+ companies. They seek a cloud engineer to scale infrastructure, ensure observability, and manage security for growing AI tool calls.
The following information can help our support team to resolve this issue.
Pebble has shipped 80% of Pebble Time 2 pre-orders, with in-stock availability soon. Software updates enhance battery life and SDK features, while hardware issues are addressed via replacements; Index 01 production is underway, with late August shipments expected.
The article demonstrates optimizing Python code by reducing branch mispredictions via branchless algorithms, precomputing values, and using SIMD instructions, achieving a 6x speedup in a binary search implementation for scikit-learn's gradient boosting.
Please enable JS and disable any ad blocker
Announcing the release of VulnHunter, an open-source AI code security tool with an agentic reasoning workflow developed by Capital One.
Latent spaces in AI compress vast knowledge into multidimensional maps, enabling creative exploration by allowing manipulation of concepts and ideas across domains. This new medium fosters innovation in art, science, and problem-solving through structured exploration of possibilities.
Live encrypted ResNet-20 inference under FHE. The server never sees your image.
Microsoft has open-sourced Comic Chat, a 1990s IRC chat client that transformed text into comic panels with characters and expressions, popularizing Comic Sans. The project, now modernized for today’s systems, offers a nostalgic glimpse into early internet innovation and invites community exploration of its experimental visual communication design.
Discovered a scrapped robot chassis and transformed it into a remote-controlled camera platform using a Movi M10 gimbal, 3D-printed parts, and surplus hardware for low-angle action shots. Overcame firmware compatibility and mechanical challenges to build a durable, flexible system for outdoor cinematography.
Decoy Font is a TTF font using spatial frequencies to hide messages from AI by overlaying two layers visible at different distances, making text readable to humans but confusing to OCR and AI models. It serves as a deterrent against automated text scraping, though advanced models may still decode it.
; prints via the MOS PUTS syscall .equ SYS_PUTS, 0x016 .equ SYS_EXIT, 0x01C .equ PTR, 0x1F00 .org 0x1000 lda #<msg sta PTR lda #>msg sta PTR+1 jsr SYS_PUTS jmp SYS_EXIT msg: .asciiz "HELLO FROM MSAP-2!\n"
Kimi K3, a 2.8T-parameter open model with 1M-token context and native vision, excels in coding, knowledge work, and reasoning, outperforming many models despite trailing top proprietary systems. Built on Delta Attention and Stable LatentMoE, it enables end-to-end tasks like compiler design and scientific research, available via Kimi platforms and API by July 2026.
PennyLane is an open-source quantum platform for computing, machine learning, and chemistry, offering hardware integration, a large library, and a global community. It provides Python 3.11+ tools, Docker support, tutorials, and collaborative resources for researchers and developers.
Tannakian reconstruction maps categories to sets via functors (co-presheaves), preserving structure, and recovers original hom-sets by superimposing all functors' images using ends and the Yoneda lemma. This mirrors Bob identifying Alice’s light by aggregating nightly photos, revealing hidden categorical structure through cumulative data.