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New Ghostcommit Attack Hides Malicious Prompts in Images to Exploit AI Agents
1+ day, 6+ hour ago (534+ words) A novel supply chain attack called “Ghostcommit” that conceals prompt-injection instructions within PNG images to bypass AI code reviewers and trick coding agents into leaking secrets such as.env files. The ASSET Research Group demonstrated that a pull request containing…...
Researchers hid a prompt injection inside a PNG, and AI fell for it
1+ day, 9+ hour ago (211+ words) AI coding assistants like Claude are becoming every developer’s favorite coworker. They can review code, explain confusing functions, and even write entire features with a single prompt. But new research suggests that this growing trust could also become their biggest…...
I transferred my codebase before payment. Don't make my mistake.
3+ day, 21+ hour ago (292+ words) I am a Pakistani software founder who built a $100K MRR AI SaaS over three years. In May 2026, I negotiated a $200K acquisition with James De Berardine, Director of NOTO nightclub in Philadelphia. I transferred my domain and full proprietary codebase to…...
👁️ Stop Flying Blind: Implementing Observability Practices in Production (Python, Prometheus & Grafana)
1+ week, 7+ hour ago (244+ words) Have you ever been woken up at 3:00 AM because "the server is down," only to spend the next four hours grepping through messy text files trying to figure out why? In modern distributed systems, traditional monitoring (asking "Is the system…...
Grafana Alerting Checklist: Wiring AI Anomaly Scores Correctly
1+ week, 1+ day ago (586+ words) This checklist assumes you already have a trained model (Prophet, PyOD, or Grafana's own Machine Learning plugin) producing a score. What it covers is everything between "the model outputs a number" and "the right person gets paged with useful context....
OpenTelemetry-first: best practices for implementing observability in your application
1+ week, 3+ day ago (520+ words) Notes from running observability in regulated, tier-1 production, and what we set up first on every reppl.sh …...
Monitoramento de Logs com Grafana + Loki + Promtail + Prometheus
1+ week, 3+ day ago (1037+ words) Manual Completo - Monitoramento com Grafana + Loki + Promtail + Prometheus Visão Geral Stack completa para observabilidade: Camada Ferramenta Logs Loki Coleta de logs Promtail Métricas Prometheus Visualização Grafana Estrutura de Pastas loki-stack/ ├── docker-compose.yml ├── loki-config.yaml ├── promtail-config.yaml ├── prometheus.yml ├── loki-data/ ├── promtail-data…...
The Prometheus question for CAD
1+ week, 4+ day ago (724+ words) Jeff Bezos aims to make a big splash with Prometheus, but what might his plan for an ‘artificial general engineer’ mean for CAD companies and the designers and engineers who use their products, asks Stephen Holmes? Don’t worry, everyone – Jeff…...
Elastic expands observability platform with native Prometheus support and 30x faster metrics
1+ week, 4+ day ago (274+ words) Elastic Observability addresses both problems in a single platform that stores OpenTelemetry, Prometheus-native, and application-defined metrics at full resolution alongside logs and traces, with no separate backends and no retention trade-offs. The release spans the metrics engine and the capabilities…...
Distributed Tracing: The Missing Piece of Your Observability Stack
1+ week, 6+ day ago (173+ words) You have great dashboards. Your log aggregation is solid. But when a user reports "the checkout page is slow," you still spend 30 minutes jumping between services trying to find the bottleneck. That's the gap distributed tracing fills. A trace is…...
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