I replaced Gemini with a local AI model on my phone; battery drain was surprisingly low

The missing layer in AI tooling: sharing what your assistant already knows

It took my AI months to learn how I think, code, and ship. When a teammate joined the project, their AI started from zero — same codebase, same conventions, none of the context.

• memshare enables AI memory sharing across tools as JSON files
• Consent model protects privacy with tagging and scanning for PII
• Works with any MCP client and uses human-readable diffable format

2026-09-22 ·dev.to

GiggleGigs: A Job Board That Actually Uses AI Where It Helps

Most job boards are glorified spreadsheets with a search bar. GiggleGigs isn't. It's a two-sided marketplace — "Find Work.

• GiggleGigs uses AI to streamline job posting, application drafting, and screening.
• Companies input concise prompts for AI to create detailed job listings.
• AI auto-populates resumes and matches applicants to job requirements.

2026-09-22 ·dev.to

Train Where the Quantized Model Goes: On-Policy Distillation for Low-Bit Reasoning

Quantization-aware distillation (QAD) restores much of the short-form question-answering performance lost to sub-3-bit quantization, yet leaves mathematical and code reasoning substantially impaired.

2026-09-22 ·arxiv.org

TraceVIC: Causal Reasoning over Code Evolution for Identifying Vulnerability-Inducing Commits

Software vulnerabilities are often discovered long after they are introduced, making it difficult to identify the vulnerability-inducing commit (VIC) responsible for introducing the underlying…

2026-09-22 ·arxiv.org

Writing Rust code that's faster than state-of-the-art libraries by asking agents to make the code faster

2026-09-22 ·minimaxir.com