SShortSingh.
TopTechnologyAI & MLStartupsProgrammingScienceBusinessFinanceCrypto & Web3World
Back to feed
Programming

Ofrenda: An Offline AI Altar for Recalling Family Memories

0
·2 views

A developer has built Ofrenda, an open-source, local-first conversational app meant to help people engage with family memories in the spirit of Día de los Muertos. Users place digitized journals, letters, recipes, and transcribed recordings into a local folder, then chat with an AI that draws answers from those archives. Every response includes citation pills linking back to the source document, and a verification badge flags when a question concerns something never recorded rather than inventing details. The project runs entirely on the user's own computer without sending any data off the device, and it includes an archive browser and a Markdown export of saved sessions. It was submitted to a Hacktoberfest open-source AI challenge themed around the idea of "ghosts in the machine."

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 ·

HTPBE Publishes Test Keys and Deterministic Scenarios for PDF Tamper Detection

HTPBE, a PDF tamper detection service, offers test keys that accept only documented test URLs and return fixed, built-in results without downloading files or spending credits. These keys follow the same API flow and response contract as live checks, so developers can run stable integration tests in CI on every pull request. The service clarifies that test results are synthetic and do not validate its detection accuracy, which requires live keys and representative files. The article outlines which test scenarios cover intact, modified and inconclusive outcomes, along with the error paths that can and cannot be reached.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

How one reviewer reads a Terraform plan: replacements, security rules, scale, then deletions

A reviewer who now approves infrastructure changes for a living says they no longer read Terraform plans from top to bottom. They first check resources marked for replacement, since these are destroyed and recreated, and then examine security group and IAM changes line by line. Next they look for growth in count or for_each values, which can signal large cost increases, and finally they scrutinize any deletions of resources that hold data. The author's central advice is that a plan too long to review should be split into smaller changes, because long plans tend to get approved without being properly read.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

Shared Tables vs. Schema-per-Tenant: Choosing a Database Isolation Strategy for SaaS

The article argues that database design is a major source of technical debt for early SaaS products, since it determines how customer data is separated. It describes a shared-table approach that uses a tenant_id column, which is simple to start with but risks data leaks if filters are missed and can degrade as tenant counts grow. It then covers a schema-per-tenant model, offering stronger physical isolation and per-tenant customization at the cost of heavier operational overhead and migration complexity. A decision checklist weighs tenant count, regulatory needs, budget, and complexity tolerance, and the author notes that teams often start shared and migrate demanding tenants to dedicated schemas later.

0 comments Read more at DEV Community
0
ProgrammingDEV Community ·

EU Proposes Chips Act 2.0 to Bolster European Semiconductor Supply and Innovation

The European Commission has proposed Chips Act 2.0, an updated semiconductor policy framework aimed at strengthening Europe's chip manufacturing capacity, research base, and supply resilience. It was announced on June 3, 2026, as part of a broader technological sovereignty package that also includes a proposed Cloud and AI Development Act and an Open Source Strategy. The proposal would replace the existing Chips Act framework and focuses on securing supply of mainstream and advanced chips, including AI chips, building stronger domestic demand, and improving crisis preparedness. As a legislative proposal, it will not immediately change the market, and specific funding amounts, deadlines, and eligibility rules have not yet been set.

0 comments Read more at DEV Community