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ProgrammingDEV Community ·

Home Product Photo Tips for Getting Clean AI Video Results

The author, who builds the reference-to-video tool RefVid, argues that most AI video distortions such as melting logos or shifting colors stem from poor input photos rather than the model itself. Reference-to-video models build new scenes from several consistent photos of an object, so the reference set needs three to five images of the same item from different angles under identical lighting and background. The guidance covers using soft window or two-lamp lighting without mixed color temperatures, a seamless white or gray backdrop, and a light box for small items. It also recommends phone settings such as the 1x or 2x main lens, locked exposure and white balance, and a steady mount. A suggested shooting order runs from front and three-quarter views to side, back, and a detail close-up, with an optional in-use shot to show scale.

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IndiaTimes of India ·

Kochi: 55-year-old scooter rider dies after luxury car crash involving judge's minor son

A 55-year-old man, identified as Jayabalakrishnan, died in Kochi after a luxury car struck his scooter. The car was driven by a 17-year-old boy who is the son of an Additional District Judge. Police have taken the teenager into custody and filed a case for reckless driving and causing death by negligence. Preliminary findings suggest the minor had not consumed alcohol before the accident.

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ProgrammingDEV Community ·

A DevOps Learner's Path from Networking Basics to GitOps Practice

A cloud infrastructure engineer with two years of experience describes completing a DevOps program at TS Academy. The program covered Bash scripting, AWS assignments, and a GitOps capstone project, and the author kept a journal linking hands-on work to operational theory. The author stresses structured project analysis before writing manifests or pipelines, using four questions about components, runtime, configuration, and testing. The article outlines a five-stage DevOps flow of understanding, local running, automation, deployment, and scaling, with local validation of database, backend, and frontend tiers. It also explains networking fundamentals such as CIDR block sizing, routing, DNS, and common troubleshooting tools like ping and traceroute.

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IndiaTimes of India ·

Bihar village school uses offline digital lessons to teach 660 students daily

A government school in Sarai Tand, Bihar, has launched a smart classroom initiative to modernise teaching. Because internet access in the region is unreliable, the program relies on resources that work offline. Animated content and interactive lessons are drawing students from nearby villages. Teachers have also received training to make effective use of the technology.

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ProgrammingDEV Community ·

Backup Generator Guide Explains How Its Installer Directory Data Is Built and Checked

Backup Generator Guide, which lists generator installers across 12 Southern states, has published a description of its data sources and verification process. Its records come from Generac's public dealer locator and from basic listings found through other public sources, with the latter checked against each business's website in October 2026. Of 1,244 basic listings, 965 were kept and 279 were removed for lacking generator service, having no website, or being unreachable. On October 25, 2026, the site changed its method for assigning businesses to metro pages, so each appears in full on only one metro. The post also acknowledges limits, noting that dealer data reflects manufacturer listings rather than quality ratings and that ZIP-to-county mapping can be inaccurate near county lines.

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ProgrammingDEV Community ·

Making .NET AI Agent Guardrails Fail Closed When the Guard Itself Breaks

A .NET developer tested a helpdesk AI agent by deliberately breaking each of its guardrail layers, rather than only sending bad input. The author found that guards often fail open, allowing requests through when they throw or their dependencies go down. A key discovery was that throwing an exception to halt a run did not stop it, because the framework reported the error to the model and retried up to three times by default. The fixes include setting the consecutive error limit to zero and catching only non-halt exceptions in tool guards. For an input classifier outage, the author chose to block requests with a dedicated rule ID so the failure stays visible, instead of defaulting to allow.

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ProgrammingDEV Community ·

Local tool condenses PDFs and docs into short summaries and goal-focused reading

The open-source project tldr-everything runs entirely on a local machine and turns PDFs, Markdown files, or pasted text into three summary layers: a 30-second overview, a 3-minute explanation, and page-cited detailed notes. A second mode lets users state a goal, such as deploying with Docker on a VPS, and returns only the sections relevant to it, scored for relevance. It uses the Qwen2.5-3B-Instruct model through Ollama, which needs roughly 8 GB of RAM and can run CPU-only. The pipeline splits work into single-task calls and verifies outputs in Python, dropping fenced commands absent from the source and flagging unverified inline ones. The code is MIT-licensed, though the default model weights carry separate licensing terms.

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ProgrammingDEV Community ·

Skyviewor Offers Low-Latency METAR API for 55 Chinese Airports via REST and WebSocket

Skyviewor provides access to low-latency METAR and SPECI aviation weather reports for 55 supported Chinese airports. Developers can use a REST endpoint to fetch the latest report on demand, or keep a WebSocket connection open to receive new reports as they are issued. A Python example demonstrates a REST request for Beijing Capital and Shanghai Pudong airports, returning raw or parsed data. The guidance advises comparing obs_time, when the weather was observed, with arrived_at, when Skyviewor received it, and recommends storing the API key in server environment variables. The article is written by a Skyviewor team member, and the company offers a 72-hour trial for eligible new accounts.

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ProgrammingDEV Community ·

Spec-first AI coding: writing boring scenarios before C# code is generated

A developer describes writing acceptance scenarios for a coupon-redemption feature in .NET 10 before letting an AI coding agent implement it. The example centers on a coupon that should work on a retry after an initially rejected cart, illustrating how unstated rules can lead code to consume a coupon on a failed attempt. The spec was written in GitHub Spec Kit's layout, with each scenario mapped to an ID that is run as an xUnit test, totaling 37 tests. The author lists practices such as giving every scenario an ID, testing boundaries from both sides, and naming the clock and time zone. A test that cross-checks spec IDs against test data keeps the document and the test suite in sync.

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ProgrammingDEV Community ·

Streaming a 25-Million-Gaussian Scene: Loading Detail as the Camera Moves

The integration involved a 1.76 GB PLY file containing about 25.84 million Gaussians, which the team did not simply load in full. Instead, server-side tools generated levels of detail and organized the data into paged assets for a WebGPU viewer. The viewer first reads a page directory and fetches only the coarse root pages, so it can display something before all 581 pages arrive. Camera position, orientation, and canvas size then determine which regions need finer detail, and missing pages are requested, decoded, and reselected in rounds. The article stresses that the source count, the roughly 38 million tree nodes, and the per-view selection budget are distinct quantities.

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ProgrammingDEV Community ·

Kryzz AI adds a per-turn spending cap to limit costs of Android AI agent tasks

The developer of Kryzz AI, an open-source Android app for chat, voice and agent tasks, added a per-turn cost cap after an agent task left them unsure what a single run could cost. The app does not run models on the phone; users supply their own OpenRouter API key and pay the provider directly for every search, page fetch or retry. Each turn now has a default limit of $0.25, adjustable up to $2 in settings, and the chat displays tokens and cost for each reply. Agent tasks can also be set to Fast, Balanced or Max modes to control effort and spending before they start. The developer chose a hard limit over prompt tuning, and invited feedback on whether the default is sensible and whether caps should apply per turn, per task or per day.

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IndiaTimes of India ·

Ex-judge questions Chandrachud's conduct over Supreme Court appointments

A former Supreme Court judge has publicly questioned former Chief Justice D.Y. Chandrachud, suggesting he was too deferential to the government in matters of Supreme Court appointments. The criticism emerged from claims made in the former judge's memoir. The Congress party has seized on these claims, raising concerns about the independence of the judiciary. The source article is brief, so the specific details of the allegations and the exact events described in the memoir are not fully covered here. The episode has renewed debate over how judicial appointments are handled at the highest level of the judiciary.

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IndiaNDTV ·

Kerala Files FIR Against UP YouTuber Over Alleged Communal Video; BJP Responds

Kerala police have registered a first information report against a Uttar Pradesh-based YouTuber over a video that authorities allege is communal in nature. The vlogger has been identified as Amrit Singh Darren. Kerala Chief Minister VD Satheesan publicly referred to the case, prompting a reaction from the state BJP. BJP Kerala chief Rajeev Chandrasekhar accused the chief minister of practising "selective secularism" in response. The article provided does not specify the exact contents of the video or the legal sections invoked in the FIR.

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IndiaTimes of India ·

US Coast Guard swimmer rescues 16 from Pacific waves; 11 still missing

A US Coast Guard rescue swimmer carried out a difficult operation in rough Pacific waters to save 16 people. The effort began after a distress call about a capsized boat off Mexico's Baja California coast. Searchers covered more than 2,441 square miles, but 11 people remain unaccounted for, and the search has since been suspended. Authorities are still investigating how the vessel capsized, while survivors received medical treatment and are being processed under US immigration law.

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BusinessEconomic Times ·

When US daylight saving time ends and clocks fall back

Daylight saving time in the United States is set to end on a Sunday in early November, when clocks are turned back one hour. The change marks the return to standard time after the summer months of extended evening daylight. The source article does not include the article text, so specific dates and details beyond the general timing cannot be confirmed here. Readers are advised to check an official or primary source for the exact date and time of the transition.

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IndiaTimes of India ·

Ujjain civic officer faces scrutiny after video shows him eating crocodile meat in Thailand

A video showing Ujjain Municipal Corporation officer Rajkumar Rathore and his wife tasting crocodile meat during a trip to Thailand has surfaced online. Rathore was on leave from October 19 to 23 but did not tell anyone about his overseas travel. Municipal Commissioner Abhilash Mishra said officials are required to get permission before taking international trips. The matter is being examined, and disciplinary action could follow if the rules were violated.

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