SShortSingh.
Back to feed

Legacy Modernization: Freeze Features Briefly or Keep Shipping on Both Systems?

0
·1 views

A common view is that legacy rebuilds often fail when teams either freeze all features or keep building on both old and new systems. The article recommends a short, dated freeze on the area being rebuilt, with new features going only to the new system once each part is live. It compares three approaches: a full freeze, dual building, and building new features only on the new system. It warns that rebuilds usually overrun, which tends to force exceptions and turn a planned freeze into an unplanned dual build. For most mid-size systems, the article favours the new-features-only approach paired with a strangler pattern that migrates one module at a time.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingDEV Community ·

DREX: Brazil's central bank digital currency faces privacy questions

The Central Bank of Brazil is developing DREX, a digital currency built on a permissioned Ethereum-based network called Hyperledger Besu. Unlike decentralized cryptocurrencies, it is run by authorized banks and institutions, with the central bank retaining oversight of the system. Pilot tests revealed that, without extra safeguards, transactions could be visible to network participants, and researchers reportedly exposed balances and transfers during one trial. The bank is evaluating privacy technologies such as zero-knowledge proofs and anonymous transfer protocols, though full privacy is seen as incompatible with anti-money-laundering rules. Implementation is underway, with expansion expected through 2025 and 2026.

0
ProgrammingDEV Community ·

OpenClaw's heartbeat feature: cheap local checks first, LLMs only when needed

OpenClaw, formerly known as Moltbot and Clawdbot, has gained traction for its local automation that monitors a machine, spots drift, and acts early. Its heartbeat feature runs periodic ticks through a layered pipeline, starting with inexpensive deterministic checks such as process status, file state, queue depth, and API health. Model escalation happens only when those checks leave real ambiguity, which reduces cost and unpredictability. The article presents the heartbeat as a control-plane primitive for agent infrastructure, organized as a five-stage loop with strict probe schemas, TTL-based caching, and a health state machine using hysteresis. The guidance is aimed at developers building their own agent systems who want predictable behavior and fewer unnecessary model calls.

0
ProgrammingDEV Community ·

Origin Data Lab Examines Stereo Camera Calibration Limits for Physical AI Data

Origin Data Lab has been evaluating the geometric consistency and calibration limitations of its stereo capture workflow, which is used for Physical AI and robotics data. The company's Technical Field Note #04 argues that a single average error value cannot fully describe calibration quality, and that the distribution of epipolar errors can reveal residual misalignment. It also highlights that calibration parameters must match the actual capture setup, since changes in resolution, cropping, or camera mode can affect their validity. Further points include evaluating errors across field angles and using appropriate projection models for wide-angle and fisheye lenses. The note concludes that reliable real-world datasets must be measured, verified, and documented rather than simply collected.

0
ProgrammingDEV Community ·

Armory Castle exploits BeyondTrust Remote Support flaw CVE-2026-102764 in appliances

Google's threat intelligence group and Mandiant report that a suspected China-nexus actor tracked as Armory Castle has exploited CVE-2026-102764 in BeyondTrust Remote Support appliances since late August 2026. BeyondTrust rates the authentication bypass 9.3 and says it affects Remote Support 26.2.3 and earlier versions. The vendor patched SaaS customers on 8 October 2026 and disclosed the flaw on 15 October, while self-hosted appliances require manual patching unless automatic updates are enabled. According to Mandiant, the attacker used the flaw for initial access, escalated to root, deployed a webshell, and extracted stored credentials to reach downstream systems. Researchers also note that search-engine fingerprint coverage for the product is incomplete, so exposure counts can be misleading in either direction.