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Reviving Huawei SANEX9510: Expired Certificates, Zero-Byte Keystore and Lost '@' Symbol Fixed Without Database Restart
A three-day postmortem revealed seven independent failures across four TLS contours in a legacy Huawei SANEX9510 telecom OSS platform that had been offline for ten months. The issues included expired certificates, an empty 0-byte PKCS#12 keystore, a missing '@' character in an encrypted TrustStore password, incompatible PKCS#8 private key encryption formats, and connection leaks to Sybase IQ. All components were restored without rebooting servers, restarting the database, or resetting passwords. The engineer mapped every keystore reference across multiple property files to avoid breaking working segments while fixing others. A final table creation for missing DAS_DIRSIZE metadata resolved a month-old import failure unrelated to the certificate problems.
Courtroom Sketches in the US and UK: Artistic Traditions, Charles Manson Trial and Lawyer Irvin Kanarek
The article explores the history and techniques of courtroom sketching in the United States and Britain, highlighting key artists and their distinctive styles. It details how Bill Robles captured the dramatic moment when Charles Manson lunged at Judge Older during his trial. The piece also reveals the unusual background of Manson's third attorney, Irvin Kanarek, a former rocket engineer turned lawyer known for deliberately prolonging cases. British artist Priscilla Coleman is noted for her method of sketching from memory after taking detailed notes in court. Additional artists such as Jane Rosenberg, Arnold Mesches, and Joseph Papin are profiled for their contributions to the genre. The text emphasizes that courtroom art conveys emotion and atmosphere that photographs cannot capture.
Russian Federal Tax Service Tests Scoring Model to Uncover Concealed Self-Employed Income
The Russian Federal Tax Service is piloting a new scoring system designed to detect self-employed individuals who attempt to hide revenue by improperly canceling receipts in the Moy Nalog application. The model analyzes patterns such as systematic cancellations over specific periods and instances where checks are annulled by partner platforms or banks. Vladimir Maltsev, head of the operational control department at the Federal Tax Service, confirmed that the system is already being tested in several regions. Over the first nine months of 2026, authorities imposed penalties on approximately 3,000 self-employed taxpayers for unlawful receipt cancellations, resulting in fines totaling around 300 million rubles. The approach mirrors risk-assessment techniques long used by banks and focuses not only on incoming funds but also on how users manage recorded transactions. Full details of the scoring parameters and their weighting remain undisclosed to prevent circumvention.
Kimi K3 Open Model Surpasses Closed GPT and Anthropic Systems on Independent Benchmarks
Kimi K3 is an open-weight model developed by Moonshot AI that achieves state-of-the-art results on several independent benchmarks while allowing full local deployment. The architecture scales context length to one million tokens, increases layer depth, and expands the expert count to 896 within a Mixture-of-Experts design. Developers replaced the standard KV cache with a fixed-size state matrix updated via the delta-rule and introduced stabilizing mechanisms to prevent numerical overflow in BF16 precision. Sequential state updates were parallelized across chip, card, and multi-card levels using the open-sourced FlashKDA kernel built on CUTLASS. Information flow between layers was restructured with learned pseudo-queries that selectively retrieve relevant outputs from prior blocks, while expert routing employs per-expert quantile thresholds and a latent-space projection to maintain load balance. The resulting model demonstrates that carefully engineered scaling across context, depth, and width can close the gap with closed-source leaders without requiring proprietary data or compute advantages.